{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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c2LsX5eXlVFZWcPnll7Br1y6Ki0uorXVSW+tEURQiIsKxWi0IIeoPTdNQFI1evc5ky5atFBUV07VrLp07Z7FgQSWbNu1g27adxMREU1RUUl/3+vVbOfvs7jzwwPXHZbq7oKCYVq3Ob3L5rKws3nzzTdq3b09+fj5lZWWUlpY2+FtKaele3G4XUVHRxMTEEh0dQ0xMDOeddx4tW7Y85j7o6BxPVFWlpKSEmJgYwsLCmrs5OqcxHlTuoNVRl3uMLV4pZY+jKFIGRIXOo0KvHceQdtzR91bWOSILFizg9VdeZdLXXwGQEB6JQQi8UqVv//54nS5WrFxJK8LIdBtIxkoCFkCgIdGQqICGxITAguGoRd+RKMdPET6KhJ8Fsrw+vV3bdvzw4w9s3LiRZcuWkp+fx0cffQrAZ589Q1paMsnJcURGhhMRYcdmO7TPYkFBMUuXrqddu1bk5mbWWxHrUFWVoqIyampcFBaW8Nln0/n442kAVFTMIiYm8rj01el0s2vXXsLCrNhsFmy24F+j0UBxcTkFBcUUFpZQWFiCz+enXbtWzJq1jLfe+hqAFi1SKC+vICkpnvj4GBISoomPjyYhIYr4+CgSEmIIC7NSVVXLihWbmDt3JXl5uwAoLCw8rQWioiiUlZXhcDhwOBxIKdmyZQtCCFJSUoiIiGi2tpWVlbF48WJKS0spLy/HZrNhNBrJyMhgx44drF6+gujYWGLiYrnuuutISUlptrY2Fx6Ph/nz5zNj+nTm/DyTHYUFVNbW4LDY8KoBunboxLmjz+eyyy+nffv2zd1cnWbgWPZWbiFs8s4miMNH2LK8MeJQCLFNSpkthLgR6CWlvE0IMQ14maAvYZPSpJS/HHWjj9RWXRzqHAqv18uYiy9l4Zy5nOG2YcdAG8JxhKx+lQRYaXZRYofygIcKjxO7yQIS3Kof7QifnWjMjCOzye2TSHbgYUm4l1KTQq8eZ9K115m0y8lh+/btrFixlOXLV+DxeOjevT09erQjO7slsbFRdO+eQ1pacpPrPt2YPHk2kyfP4aqrhtOmTTppaUkYDAb8/gA1NS5qapzU1LjYvbuU776bw+rV29iwIY/4+Dg6depIx46dadcuh2uuuQaT6dSZcJBSUlFRQXFxMe3bt0cIgaIoLF26FI/HQ15eHrfeeisGg4G4uBgqK6uJiYnC6XSRlJSIqgYfWywWM3v27MVoNJKamkxubi4d2nciJzeXa6+99qT05dFHH+WZZ57ZJ80uTLgbWMHr+Oqrr7j00ktPSrtOFeLj4iivqACgryGOLM1GHBYiMGFE4ENjJ252mgKsN7vp0LEj9z34d0aPHn1KfWZ1TizHIg5bCpu8qwnicPzRi0MrQb/BdGA1cB1gaWraiRBqujj8k+D1evF4PERFRTXat622tpYBvfrgKigix2UiASsg8aCRTTim/ax/KpIaFKoJMNfuYo/iwuv3E42JtjgIx4jbZsQa0EhWzbTCTjjGg9atINmBGwsGNCQKEi8au6wqTqvALVRqFB/hUZE8+uQTXHvddVgsFgoLC0lPTwcgLi6aSy8dwiWXDOGcc3of0/j9ERHiwO+yQYMGMHr0hfTq1ZuOHTsSGXl8rJ3Hk0AgwNix17J+/Xq2b9+BwSBwOOykpKTSokULVqxYhd1uJjU1Abfby4oVGwgEfhdYw4f3ZUD/zlRU1GC32+h5ZtDC5HJ5KCouZ8uWAn6cvogdO4oAONnfgX6/n3H33MPW9RtRVZXcjh248NJLyMjIICUl5U8bTDRt2jTWrl3LvFmz2bTgN851R5KABcNBZiEUJBupZaUjgCkhis3b86isrKSoqIj4+HgSEhJOy1UNdI7MsYrDu5sgDh9spDg8ndDF4WmMlJLVq1ezbNkykpOTyc7OJisrC7PZfEDe/r16s+C3JQBE2h20SEoiKzubth3a06ZdW0aOHElaWhper5d3330Xg8GAw+Ggbdu2bN++ne++/Jrt2/JYsWEtAHeREZo6PpBKAiwyVvObWlGflmOKYoyS1Oi+baCWLymqfz3gzF44IiIYfO455OTmkpCQQHx8PJmZv0/vVlZWkp+fz48//sgvv/zC7NmzAWjRIpFdu35odN1/FgIBhblzV3DVVY8ybNi5/OtfL5OYmNjczToiUkquvvpKVq1ayucTn6RLlzYoisKMGb/h8/lJTo6jR49czOagtcjt9jJv3irmzV/Fl1/9ytatO0lIiCM1NYWcnBxqamoQAsLDHdjtdsLtDhISErn0ssvo2LFjM/dWZ380TeOxhx/hkw8/oqKygjRrJBGKIMyt4MBIBCY0JD409uLHlZNCm7Zt+OHHH4mxhVPj92CzhdHrzDMZOGwoZ599Nt26dWvubukcJ45VHN7TBHH4d10c6pwqSCkZNWIk06b/uE/6yJEjmTp16gH5J0yYwG233QZAmjWCgKZCQMWGAZPFQqF08/obbzDy/PNJTU0l0xRBnNXOTs1NqaeWiZ9+ylVXX82FI87n55m/kGuOxubXMAc0LAgUJAEB5eEG8v01ePw+AKKFmd4yms5EYj+ElXB/NCSVBNiOm2ns5fwRI5kybWp9v3/66Se2bNnCjh3byc/fTn5+Pjt2FKBpGq1bt6R16xZkZqbQunUqmZmpDB7cg7Aw27EM9x+S5cs3ct5543jvvfcZPfqC5m7OUaEoCo88PJ4J777LkMHdufsvl9CvX+dDTh9WVzvp2/82ystraNeuLZWV1VitFpKSEqmqquKBB8YzePDgP61V7nSlpKSE5cuXs3v3bnYVFrIzbzu7Cgoxm83ExMbg8fuZP3cecS6NvkokChoeNIrwshUXe/EDJ986rHPiOBZxmNZEcXi/Lg51TjQ1NTXMnj0bj8eDwWCgpqaGXYWFDBo0iIGDBgFQXFx8SGf0n376iWHDhh2Q7na7mTBhAsnJyUgp8Xg8rF21iiULFrFtex6lVZUAlJaW8vVXX/HoQ+Pxer14/X6k1OqD+21WK1OnTWPnzp1UVVVRWVFBTVUVYeHhRERGkpaWxvXXX39A/V2J4gIObzl0orANFzOt1TgiIujcsRMjL76QK6+8kvj4eACmTJnC6NGjARg1agCjRp1F167tyMxMJTY2Sp8qOgq++WYmEycu4NtvJzd3U5pMbW0tH37wARPefZt16zYCsHD+u/Tp0wkIisjHHn+Pyd/PY+BZQ3nzrbdxOp31gSfXXnMeTqeb/303B4D4+HhKS0ubpzM6x5XKykpSU1IwCgNRjgiiIyOJjIzCbDGDELg8bsIjIzhvxAhGjhx5wtc91Tk5HKs4vLcJ4vCvujjUORHU1tby+eefM+mjT1iybCmtbFGESQMaYFYl+Z4qbh//N54OOasrisJzzz3H1g0bWbNqNWlpaXTsegbdenQnMzOT5ORkUlNTj1ooKYqCyWSqX9tv4sSJPDn+ESrKy0FKJGAOt/PWO2/X+/UlJibSqlUrXC4XL77wApvXrWfytKl08zvoLiMoxc9qatAEjJGph6z7bfMuigNuAIYMGszMX2cdNF9FRQWTJk1izZpVrFq1kiVLlh3ynk89dTuPPnrzUY3Bn4klS9YxcuS9PP30M9x88y0HdUc4naj7vF980WCuvmoYqakJ/PDjQmbO2sCzz/6TAQMGYDQa8fv9PPjgg9TWVFOytxiDwUCXzl3p1LkzXbp0oU2bNs3ck+YhEAiwdu1adu3aRWVlJVVVVZx99tmn9dS6lBIhBMuWLeORvz/AnPnzSQmLJF4xEu1W+bnBKiB33HobN992K1lZWVRVVe2zlJXdbic2NrYZe6LTWI5VHP61CeLwXl0c6hxPtm/fzuOPPMr3kyeTIexku4wkYGEvfvZYVSptUKsGIMzC8BEj2Ll1Gy3S08nObUdGRgYZGRn07NkTm83GlClTuP7qa7BLIzUBL5ePuYJ3P/gvUsqDBqCUlpby2quvYrZY2LhmHYsWLKCwpAir2YLH7+O6q66mpqaG76ZOwWowYhNGApqKW6qYhIH0yOAXZYmnlpZpacyaO4cWLVoAEGYwkWmLJloxYPGraIBiMaCYDASMAgmE+TXCfCqRoUjDOaKSMhmcis5Mb8X2nTuOOH7ffvstl1xyCRAMPhk8uDsWixmv14fH4+P++69j8OA/1P/rMVNQUMy//z2RlSu3smbNFqqqajAYDLz22qvcdddfmrt5x0TdsjQ//vADP834kYqKChwOB//5z5t/+mVNpJTs3r2bFStWUFBQENyKsrKKitIyqior2ZGfz4Ytm4mzhhMuDTj9XmoCPlwozPr1VwYOHNjcXdgHj8dDRUUFHo8Hj8eDz+ejTZs22Gw2li1bxry5c1k4ey6BQACjwcCCxYvo67LTlUjM/P59uBUX1QQwICjDz0pL8AE13Gytn2qWSDxKgJjIKHr36kX/swdz8cUX06rV0YuIE4mUkpKSEoqLi9E0rX5LTZvNRsuWLbFYDu4j/kfjWMRhurDJvzVBHN6ji0Od48ltt97KhHffBSA6LJxan4f4qBh69uzJ4HPPoUuXLkz5/ns+mPAeXfx2UlQzLhRqDBouu4kqg8LegJtzhw2jS4/u/OPZZ8kwhDPE7eD78Gr2eGrqn5zH/eVuXnr1lfq6582bx9mDBmHTDIRh4FwSyMCOgsSPxqdhpXzz849kZWXxv//9jzVr1uByuYiLiWXix5/QzmdhqCeSIry8QwGp8Ymc0b0b2e3a1ltwFEWhuqoap8uJ2+XC5/OhBVR8Pg8+fwBVUdACwf2Th18wiv79+9OjRw/Cw8MbPYZbt25l4sRPmTjxU9xuFwMHdsNsNuHzBfB6/fj9gX22nNM0DavVQliYFbvdRm5uOr17d6RXr47Exf3x9yPetq2Q8ePfYsaMxcTERPPRR59w1llnNXezdI4ze/fuZcGCBSxeuIgl8xewZt06NEWhpSWCSJ/EEFBxaQFqUahFQTEKwm12nDKAy++jZVIyWVlZXDzmcm686aZmExZVVVXMmTOHTZs2UVNdTVV5BdWVVUz/aTqaomIxGDEbjJgQlHidACTZHKR6DST7jZgJPoxGYCKNwy+QLZGU4CceMyb2faDWkJQTYDce9lg1NgonL/z7X9x+xx0nqutHxezZsxk98nyEJok22zCI4CoPqtTwaypVXjcp8QlkZ2WR27kT7Tt1ZNSoUcTHx7N58+b6CG6r1drcXTlmjlUc/r0J4vBuXRzqHG+klBQXFwOQkJCwj0P9vePG8cqrr5JjjiJeM6MZBZpBEDBAYcDJ3tA0bFciUSPCKA642Ot1ko2dLkRShp8wjOy0qmQP6sn3DYJXysvLuePmWzCbzMxftJCY3TW0IxwltBzNyiiFpStX0LFDB1A02tii8UuNjc5SZs2axQUjRnK1N5F4zBgQlBNgs3BRYzeiGCAgJH4hUZFEqQbCXQph0oAFgRkDEgigUWvQWGvx0GfgAKbuF1xztOOYl5fH/PnzAbDZbNhsNiwWC2azuX4vYyEEPp8Pj8eDy+Vi7do1LF68kKVLlxMdHcHnnz9Nv35nNLkdpwsFBcU88MBrSBnFpElfNndzdI4DmqZxzZgrWTR/AaXl5WTYokioVUmRFpKxUoPCVpOXHWEqxZ5akmLjaNOmDZ26dqF9p060adOG7OxsWrRo0ejlro43s2fPZsIbb+F2OsnLyyNvRz4ZYdHEuTTMqsSCASvBhfZT2TfILICGBlg5/m1XkZTgYzde9oTDNrWWL//3LcOHDz/udTWF1umtEHsqGKTG0DI0LtUouFAQCFQk1QSoIEARPjbh5JNPPmHix58w/efft+UVQpCZ2hKvEsDt87J69ep6F6LThWMRh62ETT7QBHF41x9QHOorg55k5s6dy6ZNm3A6nTidTmqqqvG63cTEx9EuJ4fk5GTMZjMWi4Xh551Ht+7dKS8vx+v1YrVasVqt3HXXXfvcc2+4gUpfFWG2MLq27khERAReh4OUqEgckZH0z2rNX//2t33KxMXF8eX/vgVgzpw5fPn5JPI2b8UR4SAjLpaHr78Ov9+PpkmEgB2BWizG0MdFSu67/34mvPkWZVWVRFhtxJrDiNCMWAMSu1sJrjwmBFKAapK47SaqjeAXoKERrhkQUlBpgBqnF5OxcZHMh0IIQXZ2NtnZ2eJh9S4AACAASURBVEdVbsyYMUBwd5M777yDCy64nxEj+vHQQ9eTm9v0BbpPdR555C0mTZrBHXfc3txN0TkOlJeXM2nSJD7/6ktGkEgP0jD4BTvxsN7m40dRTUJCAhdfMZbnL76YM844A5vt1Irgv+LiS5k5/Sd6esIIx8SZGLmQdEyBxok983EWhRX4WWCoptJhZI+nmpbJqfTuO4SLzhnKOeecc0qJph9m/MTnEz9j0iefsqe4EJ+iEBcVTUJ8PFJKNE1DahY0TaJJjTfu/yfXXHMNXbp04awpU1jw6xxWrFpJUVkp23cXAtAmO/uoZnH+KDTPY9Gph245PMnceP31fPDxx2QZHbRQrVgQGBD4hKQ23IjbKNGgfuHnvZ5aOrXvwC1/uZMxY8YQHh7Ob7/9xi+//ILRaCQiIoIOHTrQoUOH+ojehhQVFbFs2TJ8Ph8pKSn06tVrH+uklJIFCxbw8X//S1xCIjntc/F4PJSXl5Oelsa1113HlClTeGDcfeTt3IHdYkWTGoqmEVBVkmLjSE1N5a77xmGz2SguLmbjxo1UVVXhdDrZumULgwYNok/fvthsNqqrqykoKCAvL4+ePXsSExPD+nXrcEREEBkZicPhID09nUGDBjXLFEdhYSGffTaRf//7X3z11T8466w/1vpnO3bsITNzdP3ryMhI9uzZ86f8Efgj0NCnuKs9kfZuM1nY8aMxy1pDgUNy/0MPcsGFF5KVldVs7SwoKGDKlCnkb9/Ozq15KIqC2WLBYrEgDILqyiqmzJgOwL1kEkXzB0dNYy9LqQIgOT6Bnj164PP68Hi9/Os/r7Jt2zaKioqorKzE4XAQERFRf7Rv3/6ggU2VlZW89957xMTEkJCQQFxcXP37l5GRQWrqoYP2GsuePXuIiYlhy5YtfPbpRHbt3IkSCDD43GEMHz6cjIyMw5bXNK0+EOd05Fgthw83wXJ42x/QcqiLw5PMt998w3XXXMv53hhyOfSaaiqSXXhYbXCyWlYjpCQ5IYnY+DgeeeJx+g8YwPbt22nVqlX9Xrfr168nNjYWk8nEP55+hk3r1jP915kARJusVCk+7rrzTl5/4w0guGzOM08/zYsvvUQ/YjELA7V2I6gay73B5Tw2b95Mt85duMAXSxbhGEP7JVejsB03M82VjBw5kjffncDzz/4j+MVnsBCJmVJXDXtUN6+88gqfvP9f1mzYQJI9knjMmL0KW8xe2uW047cVK+hIBOFmK+UiwF4ZdIbv16s3E7+Y1CyO37/88jNXXXUlr712H2PGnHvS6z+eOJ1uZsxYjKZpuFxexo59AoB77vk/7rvvr6eUBUSn8ezdu5e333yLx598AoDHaIMANuJkpr2WCy69lJf/8+ox73KTn5/PvHnzsNvtpKSkkJqaSkpKSr3lMRAIUFZWdti9nv/5z3/yxuPPkhMIIzLk0Ve337okOBVsCx0tsCGO897rx0IAjXIC7MWHEUGBRWEdtbS1RhHmk5j9CqrJgGIyEjAJ/AZJgerm7nH/hz08nLCwsPpj8+bNTPjXq2QaHXhN4BEadb+wJV4nbbOzGXvrzfzl7ruPSZwVFRUdUmhu3ryZtm3bNvnepzrHIg4zhE0+0gRxeIsuDnWOha+/+opbr7+BSz1xtODgUzrF+FgS5majvwopNcwGE5nmCFI9glRsfEDQ5B9lsxNnsVPqc9GpY0cksGnDBvyaSvfuPViydAl9ApGAZIPZS1XAS48ze/DDzzOIiopi586dBzxBPkHwC6MWhe/Cq9gTcNG/b1+WLPmNqz3xJGElHzc/2KsxWC10aN+ex559moEDB/KX2+/g50++5Dx3FDGhp/5y/Hxpr8CNSl+vg55aJMYGX/rl+JkeVo01LYmdhQW4fV7sZis+vx+DBD8qd99zD0888QTR0Sc/WGTNmjWcf/4IrrhiCE89ddtpuZB2dbWTBQtWceut/2T37hL69etDnz59aNs2hxtvvLF+dxmd0wtVVUmIjaON30o3bxjJWHGhMs1eTSAxgvc++vC4BBr9+uuvXDDifLJNEWgGgTO0bWWN38uvc2bTp08fnnziCZ548kkeeeghnv7HP/B4PKxfvx6Xy4Xf70dVVdauXcsHjz/P5Z7YU0r4NYW6WR3LYSYgN+KkBB+qQaCaDKhGgWoAxSBo5THQVTnQMKAgycfNHLuTv//jSe6+554mtW/JkiU8+fAjzJ47FwF4An6sZgv2sDAc4eGkt0wjMSmRhKQkElOSiYuPJy4ujtjYWGJjY4mLiyMzM/O03Y/6WMXhY00Qhzf9GcVhYWEhKSkp+o/IMTJ37lwGDhzIOcTTnShs++0WIpH8Yqthg8lNVnY2JZu3M9wTRSrWfb5MawhgwVBfPoDGFlxIIBcHKpKv7BUUCR8ZipVLfcGp5h24mRbtZvP2bcTExODz+Xjh+ef58tPP2LI9j3bmKLp4bWRhr6+vEA9fhJXz+JNP8PCDD2E3mNHMBl5+/T/ceOON9W1yu91EOBz8VWYSvp8bqweVMvyHjBRcQTXfU0Ks3UGCyU4LjyA3YKMWlULhpSTCwE5fDQP69uOxZ5+mT58+eDweNE07KVOh3377LZdddhnz579Hnz6n1yK5ZWVVJCQM3Sft6quv5NNPP2umFukcDz766CPuuv0OIjFxize5fm/hTThZ2zaCFWvXHHN0sZSSqVOncvP1YxlWGUY2v/+v1RDg87Byxr/wLNHR0fzruefJ27iZWi1A1/Yd2bh1C0lhEViFESMCKSWbavYCECnM3Cf/uL68x4oHlTctu7nt7rt48aWX6tO3bdvGd999x+DBg+natSuappGfn09paSnZ2dkkJCSgaRpr167l22++4V/PPc9tSkuiMKOF9qX3oIaO4Lk7dO63GvGbDfiMEjcqNQEfyWkt+PSLSXTp0qUZR+PoqXOzaKo4zBQ2+XgTxOENf0ZxaDWZ8SkBABYvXkyvXr1OVttwuVyYTCYKCgqY+MmnTPtuMsnJyeR07si1111HdnY2qqoSFhZ2yj/l7Ny5kxeff56lCxaxdtNGEi3hDHCGoSApEX4qHEY2eMr5acYMRo08H5fHvU/53kQznMbte+tG5RdzJf0CkcQ12P94irWCof93A/947rl9ohELCwuZPHkyLz//Iv6qWqIMFkpVDz40zuo3gDnz59LBa8OkSTxmwRajh5Hnj+TdDz+oF2hd23fEl7eH/EANl8sUWmNvVFsb8xTuRWU51SywOrFZLNS63dhtNp5+9hluuuUW7PbG1XW0rF27lh49enDOOT3p0CGLlJQ4rr76PBISYk5IfceTsrIqVq7chMViZu3abXz66U8sWbKGG2+8gfff/29zN++UpLa2lvnz52MymbBYLHg8HgoLC9m9axcpKSn0HzCA3NzcZovkrWPatGlcfOFFpNqjiNWMnOG0kE4YLlTese5h0ODB/G38g/Tv379JU5PTp0/nb/93DzVFpfRzhpGzn/vLfy1FJHZqi7O2loK8fM5T4yjBz3wqiLWEcbu/xQH/zwE0NuMiDzejSTztrYcnColkiaGGhdZabrzlZi646CJatmzJWX36kVStsNcqqVV9+AIBom12HAYze31ODEYjZpMJixZy+/G6OV+JpyMRTWrDclHDfJuT6OhoRl98IaMuvJC+ffvi9/vrgynrDo/HQ1RUFAkJCSQlJR2zG0NTqK2t5aknnuTlV15G1bRjEodPNkEcXv9nFId2qw2b1UZqy1SmTJt2RGfWpuLz+Vi0aBH5+fksmjePObNms3P3LlRNw2G10V4Np7XfjBeNUvysCvPiVxWQEk8guD/mk08+SVJSEpWVlWiaRrt27Wjbti2tW7fGbrefdAfb7777DiEEw4cP3ye4wu/38+233/LI/Q/QKj2d7n170617d84880yysrKQUhIZGYnT6awv09rgIMZsQzGATRWY/ApGBH2JOcAKeSjK8PONvZKA2cCIkSM4/8ILGDx4cH0gi6IoLFu2rP5ptF27dvTt1oPWq0to1+AHwofGDFs13rRYfpz5M2lpaaxfv75+J4WhxJNNOBGYsGM4Lj8EEkkxPhyYCMdIGX5mhbvY7qsiMTaenHbt6NrzTG665WbatWt3zPVB0Jfqiy++YP78uUyePKV+ySGTycQTT9zCX/96DTbbqbku2Lx5KznrrFvIzc3i0Udv4PLLz2HhwjWMGnUf8+YtoFOnTs3dxGZFSklZWRkWiwWTycSHH3zA0888RU5OK8wmE/6AgsVsIi0tkRYt4igsLGX+gjWUlVURGxtLz569+PDDD5st4reyspItW7awcOFCHnlwPDHWMMwGI5qqUuAMboWZnpbGzoKCo753YmwcnSsN9CfmoP+7pfj52l7Bw889w8fv/5eqrQVc5I4mHw8uFHpx6j88nepUEWCF0cmucMlOZwXniAR6q1FA0O3HiqFegEskLlT8aMRy/Naj1ELfudsMHnY4JIWuSixGMzaTGavRhNVgxIIBEwIvGk7VT7XPw5BBg3jvow8P64N6vCkoKNjHN10Xh8fOKeFz+Pabb/Low48QpRmJUY3EuTTSCfrR1D1/7v8l5Qnt9huGES8qa6mlVmh4bQYsfg2AmnAj5dLPXnctmtSwW21EOiLIaNWKyooKistKSW/Rkl59+9C5W1dUVWXo0KFkZmYe9ku/pqaGQCBATEwMVVVVTJ8+nR+/n8La1WvIL9hJVmZrBg8byntvvUOyOZxaKzz7/HOcPXQozz75FNu2bmXm3DksX76cWbNm4XA4aN++PX369KmfDqqtreX1119n/Pjxhx27sbQko5FWujrK8bMFF7sjBFs9lbTNyubXBfOIi4tjw4YNjLvzLxTt2cPwUSP59utviCyupbs/fJ+pYRcqL5LHmd27s2TpUoQQrFmzhjdeeZX1a9ZSsncvxaV7kZok2mghSjNi1wzYFLBKUe98bkDUT3Fsc2g4pIlMlyCaYNSl4QjCUkVSSYBSfOwxBlhjdnPbXXfy3IsvHLeHgWeffZpp077h7LN7kJ9fxMSJPwDwzjvjufXWi49LHceTjz+eyvXXPwFAhw4dWL9+ff01i8XC999/z7nnnt5BNkeLlJKZM2fy0/QfWb5iGStWrMJgEKiqhtfrY9DA7jz/3B2ccUbQ73bmzKVM+nIWixatpbrayehR/bnj9ov4+wOv8+P0RQC89OKLhIeHc/kVVzTr1mrFxcVUVlbidrtxuVy43W78fj+5ubn7RMz+9ttvLFmyhNTU1PojJSXlgCnol154gfeffpExzkP3aYaxgpFP3cuyRYvZ9ctiRnp1QXiiUJH7+GqfyvjRmGQr476XnuGuu+5C0zR2796N0+lEURQAkpKSiI+Pr7fAq6qKqqr1n8PFixdzy3VjCbPZSEpOJqVlC1LTWhITG0sgEMDn8xEIBGjdujUdOnQgNzcXu92O0+lECIHD4TgmcfhUE8Thdbo4PH5IKSkoKOCTjz/mxWf/yVW+RJI5cVaYup0/3KhUEsCOEQdGKgmwBx/VYQaWeUoQwoAwGIiNimLo0KFcMuYKevfujdVq5Z2332bSR5+ydcd2jEIEHX1NZrKsUaTVQhJW4jCzDTcVJpWOip1ErBTgYW64m0JfDWeKaH7TKokId+D3+eikhqOaDJRaNEr8Lnp0OYMuPbrRoXNn2rZty/gHH2LRksX0JBqzyUykAi2wHTGiz4dGCT6qCOBDw4qBeCzEYcGKgXXU8jVFALRISmbL9jxatmhBZVUVXUU0SdJMscHPHptGbHISNbU1xLg0znY7iMXCVlxMZDcAVrOFqT9Mo7ioiMioKEaNGlXnFExFRQVtM1sT41TRjAKvIThN7FECxEZF0zqrNVlt25KQksSgwYMpKSlh/qzZ/LZkCTt27OBGJXWfqfEjUYvC++Yibr/nL/zzxReO7UMT4pZbbsLjKWLcuCsBWL58I9OmLeLnnxcxbdorDBly5nGp53ixcOFq/vOfL8jJyeDnn5ewYMHq+ms//zyDoUPPacbWnVwCgQBfTJrES/96AUXxMuaKIdTWunG5vEgJ9467guzstH3KrF27jYGD7sTl9tCqZQI52UnMnL+BLl3akp6WxBdf/oLFbKKjORYN2KrWMKBfP9p37kxKi1SSkpJITEykR48exMXFNU/H96OwsJD09HTChJG2jnhqDSrVAR81Pjet01rRf+BZnH/hBQwbNox3332XcePGkeOIp58z7KD+wt9EVnPTUw9x/1//xjVqCglYsDdyBkPnj818ay2/iWosVitOt4swk5kwkwVD6DehNuDFEwgQER6Ox+fF5/djs1i58847ePDhh7n7zjuZ9e1UhijRBJC4UHChEbAYMWgSoypBSpwOE2UGhWJ3NQkxcfTu05vLr76KK664osnisLWwyaebIA6v+TOKw8F9+3P5tVdzwQUXHLOZePny5YwcNpzSynI0KYmwhtEeB2f4wkg5RPTuyeQFsZ2xsgXxWKgkwDZc5EdCccCNy++lkyWWzh4rLbFhwoAaWobB1IinOklwtxATBsrwY0HgwLSPZcyFyi48lOGn2m6kwqxR5nfj9HsxIghoGi0Tk/D6fCR6IMEnUIyCgMVIwCjwGSU+JFUBD5VeN1E2O1arBX8ggMMRAUj2lJViNhgJM5kpc9cyc+ZMhgwZAsDMmTOZ9OlEvv9uMgYhcHk9aKqKwWRi6o8/8NTjT+Cfu5aztX0tCt9H1JCHmzjNhB+NlOxMps6YTmJiIqWlQevsuEDaPtPfPjRmUgadM1iyeuUB4zV58mQuvPBCAHpbE0n0CdoSjuMw67ZPNpWyASdWq5WHxj/Eg0ewujaWrVu38p//vMqsWTMxm8107tyFxMRkXn/9dQoKppxSPojFxWVMn76IadMW8ssvS2jXri2XXno5F198Ca1bt27u5p00ampqeHfCBF597RXMZkHrzBSuveY88nfs4bXXvkZRArg9XkwmI2azGZ/PT0pyPNnZaSxdthGjUfDlOzcwdGAuAEMve40VqwtIqJbkEE5HIuun9TyooT16FbxmgddqxGXQKPBW06FdDpdcNYZRo0eTm5t7UGv2G2+8gZSSnJwc0tLSSEtLO6wfbSAQYPny5cz+9Vd+nvYjsxbMA4Lr261cuRJFUVBVlY0bNjDl628p3L2bBx5+iPUbN/LOO+9wE2n1gk9BUoyXQrzsjIBCfy29zuxJ5x7d8Ho8fPbJp3RXIxjo29ePbKq9Gl9aLMJkpKCggESf4Cp/0nF573ROfySSKhTCGgRPNiSAhgcNCwILBmpQWGRzsdHgIjEunl1Fe7hMSSSLIwcd1s0e7cDNRrtCnrvimMThs00Qh1f9GcXhZaSQZ1fZotbQPieX2/7vL1x++eU4HIdeo+9Q3H3nXbwz4R3S7TG0rTVwBpEnZKujpvK8yOMG2ZLEg1gwJbLZnKj9aKhIFhmqmaeVY7VauGHsWAKBABabrT6SvKS4mP4DBnDvvfeiqip9iaEVYYRjpBAvy+xe2uXmYDKbkBL6DR7ImDFjiI2NZffu3ZSXl6NpGqNHj6anJQG/WbBdqSUyLobWLdNZvnoVN/mSD/BrWS9cqFKlExH40HjZVMD2nTuw2+0MG3w29vW7GBzYdymaIry8b9jNe++/x/Vjxx7Q50mff87dd9xFRU0VmS3TyW7ThgULF5BqCme403FQ35oduNli8bHDEsAjNPr07EX7MzqT2759kz+zDfH5fNx9911MnToVo9HAM8/cxvXXn39M9zxaPB4vCxasxucL4HS6KSgopqCghJ07S9i+fTe7d+9l6NAhjBw5muHDh5OcnHxS29fc7N27lxeef44PPvyQhIQorBYziqKya9dejEYDFrOZiooqRqjxrDG7yA8E/XqTEyPp36stK9ftJr1lHI/cM5QhA3Lq73vxDW8zZ8YmRiixZB9mfdKGBNDYgYc8a4BtRg82RzgXXHwRD4x/iLS0362V3bt2Y8WqlWQ6YvGgUeF1cuPYG3jjnbcxGAw4nU6WLFnC/HnzmPXjTyxbvYp4azgtvUbwB1hI0McwIsxOS7MDEwIDEO6VZPhNhGFkUbgHj9AY6LQf1g3FjcoWnGx3SLb5qzGZTJwZiGBAYF9xqCGZxl4sPYJ7qYsVeZyjnhpWUp3Tl0oCOFFIxdakqfTNOPmcPU0Wh1nCJv/RBHE45s8oDuvWvlOQbMXFekeAHYqLC0aP5vFnnsLhcBAZGdnogI/a2loWLlzIGy+/yvy5cznHE0kOjiP6lp0MDicOTwXmGKuotAuqDSouxY/FaMIigo7JVk0Q4VTYHOYnPCaKmooqzvNE0abBk1fdsjcmBH40dtk0Ckx+/JpKlNlGWJ2Dc0DhIncMZgxsoJYvKWI0SQfdz3R/PKhMtJeRc2Y31q1bR2unYKgv6oD3V0Hje3M5OecP4Ytvvz7gPvHRMXSpNhKJie/FXmb9+iu9evXilZdf5rVnnucWd+JhPzNVBCjEE/RHDDdQbhe8++EHjBgx4miGvB4pJWPHXkd19W7+/e97yMxscVIDnPz+AI899g4TJvyP9u1ziYqKwm63k57eivT0DFq1akV6ejqdOnXCbG7+3SWag99++41LLrmIC0b3Y/So/lx3/VPUVDkxCQPtDZH094TjQkVD1n+OFTRmU856h5eRw7vwyRtjD3rvZat28shz3zN30RaG+ePoqh1dRKZEUoKf9UY3a2weZs6ZTffu3YHgg9CdN9zMHb5UZttqWeIvJS4mliXLlvL8M8/y4ccf0zIsihQ3tFDMtCKMsJA1RoYWpHehEomJiOO4I6ofjRoU4vd7EKuLqF0c5ubjzyfy9GOPU7Qpj5u8SXoUsk6zcjzE4XNNEIeX/wHFYaO/SUwIcnGQ64RaInj3y6+Z+OUkwswWNCkJaCrhVhvnnjOMx599uj5ydX8iIiLo378/YWFhxCQl8PHHHxNls9MBBwO9p5Yl8VRjoBoNtUfI49YocHtoRcoB091mDHRosLRBJ++R68zEzjW02Geds8MRhpGx7gSWzt/AUDW4xMY2XLTCjhmBG5V83Gx2qOQHPNw9/OCBEePGjeN/X30DMdF8Me51zjrrLAoLC/nys8+JxczhPGE1JFYMdCQi+GPlgjyXixsuuxK/QRJmtXHeyBG8/9GHjeoTBKe5P//8C1au/JTWrVs2utzxoKCgmMsvH09iYhr/z955hldRdW34ntNLeiWFhAChE2nSQkeqdKlSpCggvqgoiGBviL0iiA3p0qRbAJEuHUIvCaSQhPTk9DIz349gkI8WSAiIub1yaSZn9uwxk5ln1l7rWYcPH7ki6lROIT98/z2TX3yBb76ezIMP1qR5izHYrU66On2py2Uh9//FkwoFDxGIwpxFcmrudcdvVC+Sft3rs2vXWfylK8X3HvI4qrERJusIcAkEoiUIzRXLaQICFdCiExUkux3s3bsXSZLQ6XRUrlIFvZcn+/IKE+qjwiNoHtucQb37cvT4MZ52VcTgunY+n0Bh8ZbPHWg3p7mUp/xPzLhZb8inwFvL4D7DeHnyixhOX2SEWC4My7k/KFcghdxUHC5XXqQyRuqLl5dSPFHRnWAWcIEuLj9i8EJExmYTObx2J602NKVp8+bMWTifoKAgHA4HW7ZsYdWKn9my8Q/ik84TpvdCe6mquHqtmuw8sJ8EtYXRrtC7GkX8t9/e1CiKladRXPQoiy0M/0aFgmaiNzIy61U5pPgqyctPxi2KGHQ66sc8wKSxo+nduzeentf24Xr59dd4+fXXir5PS0uj0QP1aWBS00T0ve418puhgL32TJRKJRFqDzpYPQlCSxWMjLEayMXFakc2IWFht3ROnTt35oEHYli/fge1a9/5HrW5uQWsXr2V5cv/ZMuW/bzyyis8//zE24pWnj17lp9/XkFaWioul4vhw0fSsGFDZFlm165dJCQk0LRpUyRJYvnyZaxbtwaXy0Vubh4zZsygQ4d7t7LZ5XLx3IRn+X3DerZs/hIfH086dHoWa4GdWKvxCmF4I5QI5JlsN/zMxSwzsgI0/+/aMyklkpwmkjBRr24M5+wO4hPPY1RrCFYa8LZKOLQKspVuzhdkgwNemDgRL0EDApglF0qFEl+XkaYuIwlJVrKTNhKNmlhC76lCj9+VORy35uEhG/jr25+o6lBRC79/TTVtOeXcCIFycfg3NxWHR8R8jpBPikcFrEoZLyfUtmmIxljUbg0gTmnhvFHCKQjgLFw+djoL/Qf79OrF+l9/pbbgSVPZh15EoHYVFnTURIN84AIRhKB33QuLy+WUBiIyv2jzuOCp4GJWJs0ebEzv/v0YNmwYgYGB193P7XYzd+5c8vPzEUWxUKRk5zBv/jwy83JoSvQNIxQXBAf9+j7Ch598wtIlS3j95Veo6dRT16XHhJvf9AX0e3QgU19+6ZbOR6fTYbNZOXIkgfx8M97eJctf/BuLxcbevcc4fvwcR48mcPjwWU6fTsRms9OhQ3v69x/F3Lk/33b7wBMnTtCqVUvCwwOIjY3B39+H3r27ExYWTkZGJhqNgtq1qzB16gu43SK9e7fh1VeH4OlpYNy49/joo49p377DXTd+vhbJyckMGNAPfz8tu3d9Q0ZGLs1bjMFSYKOOSUXjYiz9xmPhmNFNoujAdtZEo04f8Gjv+owe2gIP45UpFFOf6YzZbGf2N3/yP1vFouuwvehHS3zYRg4qTy/+iNuGJEkcPHiQM2fOkJycTGBgIH9u3kzy/PnU1wZQ36IraqGZiwsTbiIuFYnc6stYWdJLDKQ9vrhs8lVRxXLKuR+49+50d4ebisPdu3eTkpKCxWIhICCAuLg4pr3xJjVkD0LsArXxRIOCUx5uBj33FLGxsURERFzhr7Vw8WJmzpjBB9Pf57TZilOW8EWNCxlPVASi4QJ2zgl2lpLOo3Jo0Y2y7CmXpyXFhcRGZS7amKqokpIYLodz+FA8C+Km8+pLL9Mg5gF6D+xPly5dqFmz5hX7I7L/LwAAIABJREFUjhn1BH8sW0moW40ggSBJSJKEBjvduXk15ECLH9tX/kn0qio0bfQgr739FumpqSyYOw+FQsHyhWto06bNbZ3Xzp1/MWnS88TEPMr+/XMJCChZv+fdu48yaNDLVKgQSt26MdSq1Zz+/cdRo0YN/P39SyV30GQqwG53cOjQKQ4dOkWzZg+QkPAzv/yyk7CwIOrXr37daOTChW8zePCrxMY2Y+vW7fdULuOvv/zC8BGPMeHZ/kyaOJiUlAxiW47BZXfT3GqkSTGE4TatiaNGF2+/9y7169enSpUqLF++nMcffxy73cXUZ7tctc+ps+lUkvRXvaBoUFATD7ZfMkpfvHAhY0ePweV2E1OzFh27PUxYeDhqpYomNgOB/xBWvqiL+pHf6ygQ8P6XzLWc+x8HEkcpwBs1ZkT262xQjHSp61EeObzMbfkcHjlyhK1bt7J2xc/s2LkTX42BXJeN/YcPUbVq1es+bM6dO8f0t98h7uAhzicm4mE04unpycmzZ6gcEcmxs6cBeIxwom7R2Lk0eE+IZ6Rc8Yobdzk3R0LmFGYycOJSCpzWOmncojmvvPUGbVq24gVnRNHDNAUbG8kiQGvkpGBhwqSJxMbG0rFjR2RZpmXTZpw8ehwvtQ675MYuusizWQAwanVEqj2JNhc+iG/UGcaBxGnM7DXaeWTUY3z06ScApVJE0qFDOyZM6EnXri1KNE5MzGCef/5FHntseInndCOqVavGmTNnAAgM9GXnzu+v8vb7J06ni/37T7BmzTa+/vpnJkx4jpdeernMOwxdiyNHjvDKK1M5cGA/8+e+SqtW9Vm8eAP79p/g408WUVXpyWD3zSu0XUjM0qWzZN0q2rVrx/Hjx3lv+jusXbuWgb0aMX5UK2pEXzmOLMvEdvuQ+BPpPG4JuapFnBk3M9UXqFwpCp2XB3v372MMEVgQSVQ5yTQIBNhkmrk8r+pBXk455dw6OTj5nPMAtG/ZmhFjnmDIkCG3XZASLejkT2+jIKXbfViQUmIT7NTUVDIyMggJCWHDb78x9LHHAKgQEMjYp8ZRuUoVBg0adFXvY1mWSUlJwWazoVarmfbmW9isVn5etYqHHN40wLvkZ3eLlIvD22OJMQdVxUAe7tUTL29vmjRpgtvtpmPHjgC004YQ4lBwTO8kUemgdu1anDp6nExLQdEYP/zwA8MvWdqcPHkSi8WCl5dX0ZdOp8NisbB27VpmfPoZ23f/xVgirzBOf53Cl4v2BBCDJ96oseDmW/1Fft/6J40alc7f7kcffcjKlYvYsOGL226fd+ZMEk2ajOTkyVMEBRWvZ3ZJcDqdRS0c27dvQsuWD1CxYjAVKwYTGhpIUlI6O3fGsW1bHPv2HSM6ugqtW7dhwoTnr2hLdTdwOp1s3ryZH3/8nk2bNvHi5CE8ObYPOp2WDRt2M3jIG2Rl5YAg0E0IpuENooZOJA4KBezWWWnWIpY3p0/jnbdfZ/v27Tw9qhVPjWyNj/f1X0wtFgfBtSfRwxZwRUvJv3EhkYqdcwoHKVo3fW1+xW5vWU455dw6TiRW63JpNqgnX3/3LQqFokTi8PPbEIddy8XhjdmyZQsvvzgFm93O/kOXjY3T09MJDr5ySXDihOeYPXMWepWaXLuVZoIvXm6BEC7n4pQ15eKw+DiR+EtlItsAx63Z5BcUoNdfTgXIyMhg8+bNhIeH06t7D0KDghk5djQysPKnpZxLSqRx0yY0aNSI5s2b07Jly6K8NpfLRUZGBqGhodeMVuXk5NCmRUvOJSRQXeFJpE1JZQy4kJklJOGQC1srVvL0J9QucE7t5PvlP9G5c+dSOXdJkhgy5FGOHz/MwoVvUqtW8c2l8/JMfP75Yr74YinvvDON0aPHlMqcisPx48c5f/48ycnJJCcnkZycSEpKCikpKYSHh9OkSTNatmxF8+bN8fYu+5ezfyKKIqtWrWLFiqWsX/8rNWpUou8jrXji8Z54el7OyWveYgyH9p9kpDMEP9TXLYww4WafyswhlZnYFi14+/3pZGVmMnjwQMaPasXzY9tjMNz87z75Qg4xbd5GlmSamj1oVt5HuJxyioUTCRsiepRXRd1vF/FS5zOAhYZsOvTpwffz5962OKx2m+Kwy30oDkt1baN169Zs27UTKCwsSE5OplKlSlc84K1WK8MGPcrOjZsZ6wjB6FAhId8TPodQnnFYHJKwsc6QT6uOD/HU0MFER0dfIQwBgoKCGDBgAACpF9NRq9UcPnyYevXqoURARGZM/fpMmTKFhfPn4+vlzTNPP03XHt3p0qEjslvEKYlUrhhBpUqV0Oi0bN22jegqVRn7zHj2Hz5EZmYmK1euZN3PK/l6xw68VVpqEUC2qYAkbJw3ZTP6nXfITL9Yqr2EFQoFCxYs4ttvv6F167FMnz6OUaN63XS/7Ow8qlbtQ/fu3dmxYxfVqlW76T6lSa1atahVq1aZHvN2SElJYfDgQdjt+Qwf1pn3p88jNPTaRUySJBOkMhDovL6wS8fBfG0Gg4cM5pvJLxAdHY3FYqFt29asmvMErZsX//dQMcyPC4en8/RLP7F4yW6auH3umXtXOeXcqxwSClivzEaURGIlX9pxe4bpMjJZuEjAQoqnggRnPjKFL+xaUcXRo0dLPNfynMNC7ljii0qlIioq6qrtUya9wJFftzDSGYT60q+hNG+uFkT0KMpv2HeIBKysMuTx48L59OzZs1j7/F3IUL16db7++mtkWWbAgAFFFbjzf5xLgcWMyWRCoVDgKagZZQ/BhkhWvJ2C+KM4kRiMLxcPpvLu/yYyZeIkPp/5FePGjWPcuHG43W7i4uI4deoUp06eJG7/QXbu2c34p58ucWeUayEIAk88MZpWrVrTtm1rqlWLpGXL+jfcx8/Pm6iocPr3H1jmwvDfxOyvvyYs1MC8ue8Vdf+5HuHhgZw+Eo+IhPI6t/XtRitvv/UOz0yYULRNp9MRUTGMvHzrLc3NbLHzyvQ1LF2xj57uGxuxl1PO/U4WTo5jwmxQUaCWyXbbiZT1PGz1QkDAjshBwcRfeisrlvzMoL79edB+a6sSLiQOU8BJL4kMpxWDwUCHjh0Y1rMH7du3JzAwkPz8fJKSkoiIiLhtZ4e/KReHhZTqsnJxmDtnDs+Mf5puZq9StWxIxsZ3JAPQVgigtVzY/zcJG8nYkASB2rLxmm3X/uY9IZ5RcsVyi4brkIadxfpsVq5fe9sVv9fC6XRy9OhRYmJiEEURH08vJrgibmiInoSNpZpMBJUSg05Hq9at+WnF8lKb062wZs1qxo4dzWefTeDhh1sUthMTBDQa9RVR84ICM9HRfdmwYRMxMTF3Za7/BmbPns3uv9bz3bdTbvrZ3NwCoqr0oYpNSw/n1dGIXFzMUqeQkZWFl9eVuYgvTZ2CYIvj7Sk9bnocWZZZuno//5u8iHCbhnZ231LtRlJOOf8mpEtdcnbpzIwYOZJadetQuXJlIiIi6N6pM5HnTZg1Co4oTLRs0YKwSpH8vnY91TPdxIrXFm/ipdYGf6eGmHBzUGnioMbKg00a89yLk4mJiaFChQo3LI4TBOG2l5WrCzp55m0sK7cvX1a+faZPm8Znn35GVFg4NapXZ+OJ0+Rb3dTHC/ul3sG3c7OVkTmGmWWkAdCRAGLkwoeAG4m5ilQeHTQInVbLvKVL8URFmFNFqEOBN2rsiCgQCEGLDPyiyCIQDVUlPZUxlEcG/sEWo5XpH3xQqsIQQKPR0KBBA6Aw4ty8cROO7Th9w6KkCPQ846yI0ymRYrVx6HDcNT8nyzJfzZiBzWJl4uQXSnXef9O9ew+MRg8mTnyOIUNeQ5ZlJEmiTp1oPvxwPO3bNwbg448X0qlTp3JheBOqVKnCwoWpxfqszeZAFCWUwrVfJLxQUV3lTY8uXZmzYD6VKlUq+tmxY0dwWVPYdyiRRvUuPxDcbpFjp9I4euICBWY76RkFLF29n5wLBXSz+hF5F5wUyinnXiELJ+uNBQTVqMyBnxZTpcqVTQEWLF1Cn+496DdwAI3cbubPmUv4rkO0tWipdOmenoGDfNyEoeMMFs4ZJc64CtCr1Dxo1WPSCRzCRP/+/fn8hYnUrl27zM7vtkwZSjeGdk9QZuJQBtIzM0jPzABgw4YNvPriVKYfOoharcbudNBOHUys49odM67FOazs8LDh9tLTqEIDPA4mUUk2sFtt4rxO5KLNREhgMC+/9irR0dF8OWsmBw8eZNu2bWxa/yvxaWn4+vhid9hZeeI4dptIvGwmCYHD5OMtqOkrV8APNScxc1hhRgYekYL/c23+JGROW7MZMXLkHT9Wo+ZNWXnwGA1usuKnQkCFkhB0rElLRRTFK5YhZVlm9MiRbFiyCjsint5ejBk79o7MuV27dhw4cOiKYy9fvozRo1/Aw0OLIAicP5/KwYOHbjBKOQBVq1bl9OlEZFm+ZoQgMzOXpKSLeHsbebj7JIx6A1XM1/beUyLQ0+bLjt1nqFGtGnv376du3boAfDljFvPnzeXhIR8xoEc9svPsxJ/P5siJRMJCK1Cv3gP4+QVw+HA8J86k00TlXy4My/nXIyNjR8KCiALQoUSLAiUCLiSOYSbFIKNxSRhdMg3xLqq4z8XFbGUKE556jmnvvntNc/xGjRrx/by5jBk5Cl22lUetfvih5kdDJnlSDkaVBpcS9HoD2bkXaN2iJf8bNIBu3bqRmJjIqy9OxZaVRdKWE/j6ln3Bl0K4DaV3H4rDMl1WlmWZxMREwsLCUKvVyLJMXl4ePj4+vP7666yY/gU1nDpO65x42CWa4IMJNwICJzDTHN+iVlIyMl9rUvGNqsjhI3G8+8403njzDSqFVeSR/v3oP2ggtWvXvqpQ4npIksTZs2c5cOAAq5YtZ+3atbgcTiRkfAQNVkSiZQNpCic2WaSbHEg0xv9MP1EnEtOFeN6dPp3KlSvTq1evq+yJSoOpk1/khy9n0t/qd8MUgP/Ptx6ZDBw7in79+tG4cWPcbjdvv/kW33/0OUOsAZhws1CfxYczPmfEiBGlPu/r4XQ62b9/PzqdjpCQECpUuLkH3/2AzWZDp9PhdrtxOp0YjcVPIZFlmaioSFavnEZMzGUzfZfLzVczl/P2Oz8CAkoF2G1OHrQZiHV7XfdvUUZmqyofc51wtu/ehUZz5XV19OhRvvj8cxLOxZOSkkRycioKhYDT6SIw0J+UlDQaGf3pZrm9JPpyyrmbZOJkp8FKrkrC5HZQ4LCiVWvw8/bBLYqYrRYsdhsqhRJBEGjWuAkDhw3BZDLx3jvTqJYr44EKq0LGYlByyJJBlcqVOX327FXHslgsjH/yKdYuX0F7qyfVMSIBGzR5KGKiWLF2Nenp6dSoUQOFQoEoiuh0petOUpJl5RqCTp6tjLjl/VqLZ+67ZeUyzzm8Hn/++SePPTqYyIoR1GlQj5mzZqFWqtDrdBRYzAC8QJUicZiLi18M+fjXqsqWndtRKBQ4HA4MhtJ5sz979iyvTX2JhUuXANAef7SXUt7jMJGOHT9By1A5DON/wMdMRmYf+eSpZM5rnEye9gbjn3mm1I/TsU07Tu49SGer1y1ZGqVg46TKzjG1jU4Pd2Hjxo14uwR6WLyLOjpk4mSRPovpn37EE6NHl/rcyylk0cKFDH/sMURJQpQkwkJCSUm9cEtjvP7aq8yd9wMjhnclpm5Vjh1PYMHCDYSFRfLZZ1+i0+l46sknid+wg0el0OuOs1trZo/ShKevD7v27bmuOH/2mafZufN3pkwaSPu29fHyMuJwONm67Qgdu71IXyGEOnLxVzXKKedu40Riu7qAw2orU199mTZt2xIcHExwcPBVgkyWZWw2G263+4rc3FemTOX0yVMEBAUSUjGcyMhIIiIiqFatGiEhIUWfs9ls7NmzhxGDh+KXbaeD3QsdStxI/GTIIbJRDEtX3X4b0FuhpOLwm9sQh63KxWHZIcsyFy5cICAggO6dumDceoLqeHAME/GeMikuM0EBgSSlXsAtibw8ZSpvTXun1Odx4cIFNm/ezJ5df2GzWnE6nJgK8tmwcSN6h4xKEBgphxdVXv8XSMHGGj8r8UmJtxQRKg6yLDNv7lyeHvcU/a3+t+x5mYeLI5iojpEgrjaozsbJAn0WX377NYMefbS0pl3OJfbt20fH1m0ZaPXHgsgiZTq1atWkdvWa9O73CH379y/WOLIss3fvXn6c8wMJ5+KpU7su7do/RMeOHQvti9auoVfvPox9dBiPW4Ku6W8oI/OFIY21G3+nadOm11yilmWZpKQkLBYLQ4c+yoEDh3lp8qPUrRNFrx7NycoqILrWYzzviET1H1klKOffjYzMCcxsMphp36kDn8748gohV5qcOHGCh1q3ITMnhyC9B83Meupw+SUqDxefcZ7e3brz5DPjeeihh+7IPP5JScXht6rrd4+6Hi3dZ8vFYVkhiiJr167l6SfHYShw0siiZZvBQp0WTRg2aiTDhw0jyqHGoNayz5XNlBcmM+296WU2v+nTpjHz7ffJtVupIGgZKIVc14D3fmSVPpeCQANmkxmzzUqDujG07dyRDh07EhsbW+JWa0uXLuXp4Y8z1lr6y7AXcbBIn8WKdWto27ZtqY//X+bx4SM4P3cdLWVfzmHlnGDHS1YQp7QwfMpzvPHWm7c1bnJyMv97agynTp0mPz+H9Iu5FBQU0KV9B7z3naexfHXxUh4u5nnlkJmXe83rcevWrTzxxEiSky/w+KhRdOveg/79+1C7ViSJiRmYzFaCg3y5cCGLp2xh5S3vyrnnycbJBoMJMciLb+b8QOvWre/YsVJSUujXqzfysSQ62r2v+/zLwMFOcqk3uAc/zJ93x+bzNyUShwqd/N1tiMMWrvtPHN6T4a6VK1cSFRbOhCEjqZBmJVt2si0Ehj47jlXr19G/f39mf/MNmpqRdHjucRITE8tUGAJMmjyZp994CVGt4Lxk4XtFCkcowHXJrf1+p4vNmxZJIgNzvRhnDyF8bzKbp81iQJfuVAoLZ+nSpSUav23btmTYTEX2BqVJIBp0grKo33A5pUfmxQwsmsL7chQG2sl+GFBiNqoYPvL2cz2ffeYpqlaEeTOG8P3nheOsXrWSr76dzXadmYs4rtrnqMJC27ZtrykMzWYzAwb04903HiXx1BxOHN/NoEH9efKJ7mxY+y4p8QtYtfR1nv1fLypXDuEQBcj3Y9Z5OfcFLiS2qvKYa8hk+MvPc+z0qTsqDAEG9xuA+tB5Ot1AGEJh4aACgdCIWxdddwNBuPWv+5F7InJot9v5asYMvvr0c+JTkgB4AC80Oh0nMLF42VK6du1a4mjUneDo0aM0adCQWi49ZxU2bJKbp6iE1380yiAjk4iN3wwmBIOWZs2aMXDYEHr06HFVIcD1SEhIYECfR9AfT6W9q/RzVCRk/tTkc1BholXLVnw+6ysqVy5+C7xyrk9OTg7+/v7EKv1pJfqiAD5UnEOpVvP6668z6cXJtzVu+3YtmTq+OS2aVuOR4TNZ9/t+qkVXJuVCKlarnQiDNyOtweThYr2HCaVSyQWnmQNHDl9ltQEQFxdH8+ZNEAQBs9mGUqlApVTicLrQaNTUrV2JTz8YQ0iIP8+/+A2bNh3AbXdRSe1JsENBI3z+Mz6HIvJ/alXk30Y8FjYYTDSMbcZX384mIuLWc+ZulfT0dKpWiuJZx41Tqi7i4EfNRapXrcp7n35Mhw4d7vjcShI5rKnQyT9owm95v2aO+PsucnjX7m6yLLN161a++Womi5YuQZJlBAp/sT27dEWr1dKwaRMGDxlCaOj1E87vNnXq1KFzp85s3LiBKk4jR8nHgvs/Kw4FBCph4Amrnhyri6Q1f/HSnzt5zDkUL6MRrUaLl5cXFSMjmP/T4iKrAqfTybZt2/h52XLm/TiXJk4jzcQ7099XgUA7pw8t8GLvpoPUrxNDqxYtiGnUgCZNm/Lwww/ftDNHOZeRZZlhjw4mNTmFoaMKo3o7xGyqUOgV+rwURY7Dxbtvvk2jJo1vaym/Ro1afLdgO7v2nmXd7/vZs2cPjRs3ZtL4rsxZtIs8q5PfVTkka9wMGvs47Tt0ICAg4CphmJ+fz8qVK/ll9VrsNidrV75Fx4ca4nK5sdmceHjo2bf/ND+v3knLhyai06oJUuppaDVgVcjsd+QRLwgcxMR4OfK+zDW2IZKNkyycHDG6OGfNQaNU46XW0cCup6l854sKyrk5Jtz8oTdx0UPg62/n0aPHzc3cS4sdO3YQqfFC7bjx9X9IaaZTl06sWLmyjGZWcspfgwq5a5HD6MpVOHsuoej7fj17M3LsaNq3b1/Ubu1eJy8vD71ej9Pp5OLFi3Ro3QbfNDM95KD/jMVNcbEi4kTCjYwVkR8VF8jOycHb2xtZlqkcWYmcixk0cnsSI3ngQ9ldA/m4SMZOpuAi2SgREB3FX/v33pOR6nsNWZZZtHAhTzwxkmBRjaRSU7XRA+Tl5hF34hgBWiNdLF5EoCceC6v0efTq1ZPZP3yPVnt1wdD1KCgo4OEuHTl96iSiKNGnTz9GP/kk7057k1at2hJVuQqnTp0iMDCQoUOHolQqyc3NZePGjaxfvQZzfgGNWzRn3eo1bNmxnUA0qIxq8iU3doeTX1dPo8NDDYuON3TE+yxdsYXWDm+a43fFXBxIvMtZxhF5zaKnfwMiMhbcmBExX/p3kk7klFiAKIv4exlRKATyLXZ61w8mwKggPsvB70cu0sbthwoFURjwQ110r3MisZ0cChDpzrWLhMopPZYpL3JUzMfP05vhI4bz0Wef4nK52Lp1Kzqdjtq1axdVBx88eJCkpKRitzy9GfHx8TxYtx5P20Ku+axLwMpho5PDlgxqVa/BsZMnSuW4xaGkkcMftbceOWxiv/8ih3dNHK5cuRKTyUSdOnWoXr16qVnQlCUxNWtx5NJFP2vWLLw8PBj7xBgaX4p6ld8cr40biY/USaSkp+HnV/jg3b59Ow937MwIWxC+ZSgM/z8yMt8bs+g7ejjDhg2jXr16d20u9zqHDh3if0+NwWrKoGHdCny78C8AXnvlFV557TXS0tLYunUrjw8fwbOX2iHm4ORXfQFj336JCc89V+xjybLM22++yZp3P6SNrGWdVuK4KZdunTpz+MABcvLz6dC2Lf+bNJFDBw6wZMEijp44TmWtN2EmGT0K9ulsZLqsuCUJpSCgVqqQkRFUCvQGDTM+G4/BoGXZiu0sW7GVsdbQay4dS8gsUqRxTrLQjSDq3aCTz73GCcys1+ZgcTrw0Gkx6tQolQpcbhGTzUGjyv40j9QRHailWpCBmiEGfA2X/x4H/3CC306acDidaJUKPBxKWol+nNQ6OSbmIQgiNpdEG/xoQ8BdPNN7DzcSjksvyJ4oUZRC1NmJhBk3Sw05RNWsjs3hIOt8MhqFErMKlq36mRYtWlA9uhqnz54hJyenVIylZVkmNCCIvjkeV7WblZGZYUjn9fffpW/fvgQHB5f4eLdCScXhXN2ti8PGtnJxWM4/eGrsWH6dt4Qst53ft26mSZMmJCQk0K1jZ+rEm6lNuS/a9VhhzOPJD15n7JNPFm0bMXQYqQt+pblc9q74/+QiDo6oLBzV2tm5dw81a9a8q/O5V3m4aydCfQuYNb0fR06ksXTtIRauPEj3nn2pVCmaqS9OwS0VtqecIlUuakV5EQeLPXP5Y+sWatWqdVUuqizLHDt2jJ9XrODYocPs2LaNlKxMAEZ7BDNGLrRPWiaasEkiDRV6whUqfnNb+NSVQ6jKg6YuD6IwXHPZ9+8OEQ4kFIAErCWDLG/QKlR450u0lnwI4/oG+m5kviOJNBw8iDcPU7YPwNtljTqbg+5sRsaGUSNYR7CXhgr/+PIz3vjFLDHbztFUCw0iPDiRbqXLF3H4e3ngEN3UCPFiWENv9iWZWbz3IlXcRh6R/hum79cjCRu/eRZgxo3JYkOhEFAoBJQKJd56Pd75Ih0lf/xvwfD/WtgRScSGDYkYPFEgcBoz6/X5NG7ahIO795JjNfPFjC95cty4Ujm3gY/0xbJiG40ojE6acHMaCxdVbtIDtJxPTbkrqy8lEYe1lNrbEocPWhPKxWE5l3G73UyeNImPP/2U1i1bsmnzZpRKJZ9/9hlvTXmF2k4dDUSPIhPmci5zATvLPfM4cfYMQUFBAKxbt44Jj45gcMHdFYd/s9KzgJe+/4K+ffve7anck/z6669MnDCao5suRwC/+H4bKzamU7NaHXb8uIzeTn9kuKpH+R61iQNaGzl2C9t37uDBBx8s+tn/xj7JT/MWEO3WEeAUWEcGC/XhuGSZWsobL+M2siRQCw/6cWt5ypk4mcl5xlMJ32I8qDNxMoPzANTGg4b4EIX+nk4nycfFJ5xDqVDQo14Qyx6vUeIxV8dl4XBLPBDmQbXgy6s/J9MttP/0MBEmPV3lf4dwLm0kJN7kLAaDjv175xAVFYpWW3htpaZmsm/fCRYt2sCq1VsZbg8m+BY9XYvDeaz8rMmipzMAOyKZzSvzx47tpTL2vHnz+HDcRPqYC8XhCmMewQ/WoX3njnTt2rWoTWVZU1JxOF9/6+KwoeX+E4f3XzZ1GaJSqfjw44+ZPOkFtmzbxqFDhX1zxz/9NOu3bMIcE85RTHd5lvcmYeio69DTqmlzdu/eDcBv638hwHH3H64iMgfII8GZj8NxtUVKOYXRvfnz5vDgA+HIssyRE6m88v6vvP35nwwZOpKZ38wmHQcu5KuEIUBjlydtzUY0KtUVy04HDx5kwdx5jLIG8ZDTGw0K9CioIqhvKgwBntcEkKq49d/ZeiETraDEhcwZLCRixYz7mp+VkDhGAQAahZI0vcwKZQZfK1KQ7rDdzUUcHMVEHAWcxIyjmNZZGTiYpUwBIMhTxUe9K5XKfHrEBNCvQdAVwhCgRgUjf0yox0mtmZ3klMqxboUUbHxvyGC1IoMUbNgQy3wOChRUxUBeXq3RAAAgAElEQVSFCv7UqFGpSBgChIYG0qNHKxYteosxY3rzszEX6Q7YoKUpXCAoUCGgQYHL6Sq1sbt06cJZZz5uJC5gJ95dwMKlPzF58uS7JgxLg3Irm0LKI4d3kMkTJ7Fpxo90t98bkbB7DRmZo5j4Q2+iarVoTp88zeOOCnfFIiQfF0cxkemhJN5ZAMiYnHZimzZj+66dZT6fe52EhASqVatGgL8Xep0GSVbQr98ARj0+Gm9vb+rUqkVufj4AjxFOFFfnFP8uZJFTNYCXXn2FyMhIzp49y8iRIwlHhx9qLIicx8qz2gAeVXldtf+1yJTcdLMl8TyV0d/CdXSAfH4jAxHQC0pEWcaOiFZQYlCoUckCShkqyGrOYsWNTDXBA4NCTZioxoiSOaQQKRgYIoeWehVzFk626s2cw4JRpypsTSiKiG43nhioY9dSFy+MKDHhJhlbkdSIQo8GBQuUF0iUbEzsEMFz7cMJ8izZUmZx2BGfT+cvDlPN7UWBVqCeTUsNPMjCSQFuItGjL+X2oxews1CbgVqvwWDQYrM6kEQRySkSJRvo5fS/5gtLabNScZH0QBUrlk+nWbPriyWz2coD9YbilWiml1R6UdZU7Cz1zGPIsKFs/X4JLW1GFnnlkpqZUWxbsZvRNrYFybvjyDUqmDFrJgMHDSqVcUtCSSOHCw1ht7xfffO5+y5yWC4O7xB79+7l4U6dcVptKGSBCrKaqi4t9fEukxvTvwkrIuewEo0RTSk+VG2IWBERKbRJUqHAA+UVD243MoeEArbpzPQd0I9KVarwwbR3qW5Tk+AFew8dJCoqqtTmdD/hcrlIS0vDbDZTs2bNovyiP/74gz49e+Frk6kh6kkzgNEhYzUoycKFVXQCoNJqEQQBjcXJBUcBEqBBoILCgACkSBaaq4x8qr35A9MsSXzgzGKfUSLP4cRDpSbaoiUWPzyKIRJNuPmcc/QgmLoUClERmcxLli5m3GThwqKUcMsydWUPYv5fr+X12lz2O7IwomQAoagQUCHcdj5ZOg6UCBzXOthNLh4GNQ0jPJnUNohgLzWCILArIZ9lh/P582QmWqUClaTBJLoI8DHgdrsQJRm3y4VKVJPltBYuewvwTPuKfNSnbLw9lx3IYNick3gaNFjsLpDBy8OIIEs4HA662YKowo3bcObi4oRg5pRRJN9lo7JLi7+kogLaq/b9TZHNQY2ZxYveokePVuzZc4zjx88RdySBpUs2EJzmpIsciBKBXFwU4MaJhDdqAtEUu5DQiXTd+9UB8vjTy8Le3T9QrdrNfQfj4s7QtPnjjLeFYSill+Pd5BI2vBuffzUDX29vJrgiWOGRz0szPmLYsGGlcoy4uDhmfP45b7/7LoGBgaUyZkkpiTisrdTKC423Lg7rma4vDgVBMAILgQBgB/AqsAyoCMQBwwBtcbaVpSD7b5rxlQE+Pj5k5uagRYFWocSqUfO7mM0ejY0Odi+qYLin85PKEgPKUi3ekZD5Q53PfiEffx8f1Co1F7MyUSgU2JwOtCo1Xho9FpcDm9tJg7ox7Jg/j2rVqhFTsxZNbAY2kAUF8Ocfm4kaVS4Or4Varb7KcDclJYX27dsD4B9Wkf0WC08/9yxOlwuVSkXPnj0xGo1s2rSJVUuXE7drDyMdwRzBwCYhG09UdJUC8ELF15zHKt98qe15stjuNBPbMJy3etamVtUAft9+nje+2MYu8vDQa4iwaWiLP4HXsZ6JF6yIskwa9iJxqESgAloq/HOfG6xOdnX40hEfphPPfEUqGrUGl9NJqNJABbeKSugJR4euGJEyE24WaC8i48biFKlawZtvBlWiZdUrPQarBxsY3iwEiyOa9ceyWXQgDwkFIx70oUqgDqUgcCzNwoztmWhU3jQK1+KW4Jk2d6bX7rXo2yAID62S+hU9kWSZBXsu4qFVUjfMg53x+bz1SyI+sp7mTk/sSNTAA+Ol/0dJ2NijtxEvmfAP8MNiddLmoabs3n2Eo9n5KBQC3ooCvFHjZZcJldSkat0ICNjtTgRBoEmTOjRpUgeATh0b0+eRyZxRpmKzOvDwMGA0GhAlEVG04bI7aWTWE4vvde/PqdjZqbdy3JGDQaWmrlOPk8JIc3N8OY+NPQYro0b2LJYwBIiJiaZhw5qs2H6aTgQRWMICFQALEsGhIej1emS5MO831qzjxecn0q9fP/T66xdcFZeYmBi+/vbbEo9zL3EHlokHA3/JsvyuIAjrgCeAFFmWuwmCsBboAEQUc9vvpT6761AeObyDHDhwgA0bNvDu2+9QWdIRYJXZpTGj0WjwFAVibUb8SuEmUBZsU+TiLWhoJ967S+QW3BwSTJw0ujErZV6cOgVBEFCpVDz3/2xThgwcxMeff4a/vz8KReHb/6svv8LyT2bRwerJX+RyWDBhl0WCfP3x9fHhuRcmMXrsmLtxav8q4uLigMIHx98cOHCAhg0bEhkaRlZ2NpEaL6qYBGrigeGSEBCRWcNFTmHGjYwLGbVKyS5NxA2rHvuKqVSsG8iGOQNRqy8Lr4xsC6s2nkGlUvD+7N2cOpdNGFqa4UceTgSEwvaMgsAOOYd2+PMg3iW2GJGQScNBKna0KNiqKaDA7UCQQSsoGSmF3dTH8ydtJhe1Dp6MDeS3UyYGNfDj2Xa3nij/b2D90Ww+2HiBI6k2BGTsDje+SgN2RCSNElkBLVrU45mn+9GmTQNUKhWyLGOzOUhOvsjESV9y7lwqGRk5mEwWtFoNgwZ14qMPx2MwXF3kkZiYxrp1O9i3/xS1akYSHV2RChX8MZmsbN16iE8/W4RRVBIiadHZJXxRkq2BFLWTXKcdpUaFWqMitkU9oqPD+Wb2z9gdTpRKJQoBAgJ8ePmlEQwd2gWdrvg+mDt2HGb8Mx9z8uR5FIJAmEtDH1dgsV4mrsVirzw+WPAdsbGxhAQF85g7hGNKKycw8/RLk3ntjddva9x7nRJFDlVa+SePW2+6UTf//I0ih/2BByiMGG4ALgLLZFleLgjCc0AgEAksv9k2WZan3M553Q7l4rAMyMnJYdbMmbz/zjQC3Soy3DYKZBcVfPzIyctFKdz7dUE2uTBkUk/pg6+oJAANURgwoCz0irv0li0jI0GZezxm4+RHTToFTjsAfnojVQQPtE6JLKWbLD0sXraUgwcPMn/Oj8S2iGXGrFmFc5Zlenbrzl+btzDEFlhUXS4hcwE7KgQOCCbO+SpYs24tTZs2LdNz+zeyb98+nh37FCdOn8ThchEZFs7x+DMMIJQI9EWRoeuRh5OftVnkSU7cLjeBgpL+ej8GCFcvP+5z23hFnYfRR8tr42NZ9tsZzibm0alFBAG+elLSTSxad4rAQD8aN67F6jXbqVQpBIUgUFBgITEpnRg86cOdi6bJyKTj4GuSGEFFIm9ik/OeEI9LljB/2hK95v7v1pNjcfL55gtsP28l2aElLT0bi8XG+PEDGfdkb2rUqFS8cXLyycrKL3bE7lpkZuYycNCrxMWdweFw4nQWRr0rVqxA3TpViKocwuBHOxITEw2AyWShQ8fxdHs4likvPoZCoSiRhYssy5w8eZ4Jz33Gjh2HGWEJviI1wYFEPBZMuGnCtV/WHUh8qkkmMyebTZs28eLQJ1CJMjW7tiEvIwujpwcr1qy+7Tney5RUHC7xvHVxWCfvfCKQ9Y9Ns2VZnn1pPmrgL8AfWAdUBT6QZXmjIAiPAw8ClYqzTZblMotOlC8rlwF+fn5Mfekl+vbrx6RJk0havRa9Uo1vhSAMosAwk//dnmKxOImJo6KZszg4pDBTIKWjQYEdEX9BS5BCR6JowYFIbYU3jSRPwtHd8eXzVOzMJgmcUMcYSIxFTVWbEQUCFkS+VaUzauQY2rRpQ/v27Zk4ceIV+yckJLBm/TraE3CFMBSAiuhxIREqaynIMfPFJ5/S9KfFd/R87gcSEhI4EXeEdi4fItGTF2+nFiFEY0RVjOvBBw0jHKHIyKxXZXNcacEgSte8YzVS6XlAtLIzx8bE97dSs3o448f1YMnPu9i5+xABAT48//xgRo3szvbthwkNDeTLGctQq5WEVPBHp9PgZ1eRgg0v1HihIhsn68kgUWHD16gl2KSiPt43zY27HsKlf3QoiLiJZUk+LtRqge51gv8TwhBgzZEcfjxiY/jwHkyd8hiPDX+LLVsP0LVLU6KjKxZ7HD8/b/z8SmZKHhjoy6aNXxR9n59vxul0ERh4bSH2/Q9ryMkuoHWr+syctYLdu48zdkxPYmNvz0BfEARq1ozi118+pf/Al1m2fDs1JSMWRBK8JXItFlQqJSpBQRPb1XNyIbFKn0ufbr0wGo14enqS4bDgVgns+uEHjMbbu4b/Cwjcdvu8rBsUpEwBZsqy/K0gCIsADRQ553tTKCo9irmtzCiPHJYxZ8+epX6dugxxBLNUm0W2w8IrRP8ru6lYcJOJkwA0nMRMKnYqY8QfNZvIJkWwY0BJM9mHGLzQ3gHnpGOYWEoaAAFoqCl40lT2xnhJRdgQ+UJ7gcyc7Gt24ZFlmb1799KkSRMUggKNqnA/p9uFh1aPn6jEpoKLNhMTiOJLZTImi/mWWr/9FzGbzbw69SV+/+VXzicl0crlzYOy1y0VY0nIfKdO44LLjFIQCNPrkTUqQguchAhqbEiIyCQZVJw2FfDRtMd47n/di/bfu/8sjdu+iE6nISoqlFOnkggO8iEi1JvnnuxAZLg/415YwIEjSXiqFSgUAjaXhEapwO4WaRvhzYbEfLo2CcGg07B8ayLtZH9acmsvczk4WUk6GTjRoeBZbl4Iso88NmuyaRTpSfOqPrzVLfK+aud4Mt3Cgr0Z1K5goFaIkW93puOq1oivZ75Y9JnZ36zknWk/kJNTQMuW9fn+u5epUOHee5EeMPBlfv11F1qtBr1eR3Z2LrIs06plfVaver9E7WBPnjzP2Cffx+l0odNpGDmiG40a1aRV67HUzlLS5v9di04klhlyqNuhFYuWLkGtVrN7924eatkapUrF8jWrinKC71dKEjmso9LKS71ufQWhVm7ijZaVPwAOy7I8XxCEOcBOoKEsy2Mu5SB+QmF+YZObbZNleePtnNftUC4O7wKtmzanwu7zGFByQuOgs9PnvixOEZH4izz2K0wUSE46E0g9vIsVOSoORyhgOelF3wcKOuyym2ilJz3Ey5VzCzyySbDm0r5NW6Z/+AEqlYoqVaqweNEiRj3+OLIs43a7i75kWUan0xXZPTz11FN89/Vsqrv1+DStw5+7dpTK/P8rnDlzhn49e6NNyKCzw6fYAnGZPpsklZ0Ck4UJ/+tBgJ8Hvr4ejJsw+6rPdn6oHp++N4Lq0YWVhnl5Zp5/6Ue+n7eZLSsncfTkBRo3iKJRvUpF+5xNyKB+uzd5vq4fUx+sgEqhIN8hEp/voF6gHoUgsCEpnz6/nGPxK83ZcyqXj5ecZLwjAj0qHEhoLkUE/z8iMibcHBRMHJHzycFFHypQCw9UxXxJysfFOaxs1GYxtWsUkzuEk57vYMHeTPLtIk0reeCWZGIre+Pv8e8y2h889wwmv0hcLjenTibi6+vJqlUfEhFxdUeVtLQsujw8AVmGPbu/v8Iv8F6goMBMXNxZ1GoViYnpxMRUZceOOB5/4h369W3Hkp+mlerxxj31Pmu/+ZVR4tU5qOt0eVTp1pr5ixehVBZGnVeuXMmkIaOwW2ykYCM9Pb3MW9qVJSUVh8u8b10c1sy5oTisBCyg0Fc6icJK5OUUir/Dl77XFGdbWQqycnF4F5gy+UX+ev/bq9767mfmkMx5bAShZTChpdI1xo7IRZzMI4UnicQfDatIR1Qq6CMGFX3uKAWsU2ZhEy+bGg8dOpSVS5dhstv47JNPePrZZ68aPy8vDwCj0ciyZcs4euQIw0eMIDo6usRz/69hMplo26IVxlPptHMUz7PwdU4DsGPDNJo3rcG58xfZtecUT4yfidXqIFhvoJpNR5bWzXlsCEoFer0OhSCQmVX4u9PrtUwY0563XuyJQqHgQlouCYmZZGSaeObln2jto2Reh8gbzuOt3anMTTYR6K1l94ls1IKAQaMj32GjPl7UwRPdpdi/APzpYeWsNQdPgxFvLy8SUy8wgajbuuZdSLzDWUJ9dIQF+nAm3USvXj0JrhDKvr+2kZ6RzcNRIu/2uPE53Etkm11UeX0f586vxt+/eEvAw0e8w09Lfudcws/3ZPTQbnfwzLOfsHDhrxgMOvz9vElLz6Z3r1Z8/90rpXYch8NJWHh3OuQYqPH/HB6OYmKTp4X4xPNX9E/+uxiswQP1OHD4EPHx8VSuXDY2RneDkorDFT63Lg6rZ19fHP5bKc85vAtUia7KJoMKrHd7JmXHcCqSi5OvSOIzzvEIodTGo0RjJmFjq5BLiKDHXyqMJnii4pBUwDk8sCPiQEZEppHoRZYOkkQLBpWaP5euopJdRZLOwLbNWxj/zDNXLdv5+Fy2DRk0aBDcAwav/1Y8PT35YtZXPNq5BxSzgckTRLBEkUbn3m9SNSqEg0fOYdSoaeb0wgMfHrB5ISKzTlWAy2ZBdLqxWh2Me7Ivf2zeR25uASOGd2fhT78z88dtaDQqcnMK8PPSY3eJ1PRQMq/DzR+SBrWChFQzCalm/FGTLbv4YvYsataqRb+evVmSmooDCT0KbEhE+UfyQJVwWrRuxfwffqQ/IbcsDGVkNmvy+UvKpWZkVSZMfoGaNWvSsGHDIgsSs9nM4sWL2Trn7WuO4XZLrD6SxfE0K889FI5Bc/du97IscyHPwf4kMz/szqRT5+bFFoYAu/46QtWqFe85YZiens3mzfv45JNFVIwI5vTJpYSEBJTqMXJy8lm5citeXkY2bNyDyiVT7R+5rzIyO5T5HPWR2bxp6xXCEECpVNKsSSPW/fI7mZmZ97UwLCmFHU/KA2JQLg7vCrm5uWhcpd8q6V7HFw0vUZXNZLGei8USh5k4WafIJFmyIv+jNdnf/1Vd9qC3fHkpqjV+xMkmflZnUTEqkmOnT6FRqmgp+xFr1+KvVpKoEslz23mgY0u+fv01mjVrVtqnWs41yMrKwlMofoFFGDp80IBZouYRB12pitp55ZJsJk5S1C5y0/Po3LkTO3bs5Ic5a3C7RaKiQli1eisBAb4EBvpy4MApRFFkfu8ITmTYeH7deV7ZdYG3mt3Y9HZwdT/e3X+RXJubbFx88N57DL1kIvxwj+78MGcODZ06oiQdv6lyOJeYyLnERA4cPkRVwYOIG1QmX49tqgKyIrxJ230CPz+/K352/PhxOrZvQ2Z2LqIk8WHvyw97u1PkkW+Pczxb5GKOBT9fT3x9PPhg8z46VPPiy/5VqOBdtvmy+5NMdPnqOJKgoG7dqnTq25txTz5yS2N88vHTDBz0MnXqDqJq1YpEVw0nKiqUgQM7lLgApbjs3n2URYs38EBM1f9j7yzDm7rbOHxHmqapC6VQoEWLW4HhMobbcIZsDBsMBgx3H+4uGwMGDIfh7u5QoLSUltJSpd54cs77obxsjBYoLbrc15UPJOcvJ/TkPOeR34OnZw6mTlvLjRsBVK9ehm7fN6NnzxbPQ7nZxePHUfgUa4eTwgapTIrBbKZ9ivNzuSUTIgeViei8XLl2/Bi5c79cabtsyQKeht6nTo0q7D343lLWPlk+vwSvt8NiHH4AAu/545B9LS4/OWrhwjkSSML4So/KJUkSR8UYCgm2/IQX8n9lqymQYoX0ueRMoEzLfaUez1z5mTxzOuNHjqKy3JUCJmsu2OoItJPS7Yc+NGrcGF9fX+Ryy5//++TJkyfYZPLvPo+o5JokkWBRw0k7DdYSGUVTpJTCARUy5EjQaLUEBgYydeo0pk37hcTEJG7duklgYBiNG1Tgi4pFuOUXglaTl6CHEciQ8GPlXHjYKfhu6wOmXoliVjVPBvm+mO8mCAK343Tks1dwpEVhKmzyp3f37xn0j2r3xcuWUqJkSYYMHoxViYL8PmoRDRo0wM7OjuDgYEYOHsrygwfIL7WjnsYOhzf0IEYoTFSpWvUlL1CXb9qydeduviyWgz1jq/E01YiT6u+/47uRak4GpfDnmmFUqVSUnDnTxl+6cp/J0zdTaNI1ahZ0ZHevYsjl70dCq6CbEp1J4NrVNfj4vF34u3Gjqjx+9Bd37wYTFBRO6ONINm06zPARi+nbty2tWtamUqUS2bzzv3n6NJGGjQbQ9bumbN58hMioOHr1/JrDBxegULy7fE8PD1ckEglfJzvi8a8qdy1mdqoSKFjVl627dmZYhXzi6FG29i3BwTuJlCruQ9MmjTGLUq5dvYJ/YNBznVcLaXxGdV9ZwpJz+AGoWLosRf2eUugtZTE+B+ZLH1FfcKX4P/JmtkujeSxqkCJBREQrmmlHrlfKhzzFwEZlLM453GjesgUdOnWiYsWKSCQSypUoRULoE1KkZuYtWkjnLl0sP4TvgHv37rF79268vb3x9EzzwimVSooUKYKtrS0ajYaUlBQqlClH7TgrimbgMU7BRDhakjDhhBXOWJGIkT+JAODo0aMYjUZmT59J0uW7NNWmhf1vkcxJmxS69erJ7PnzuHPnDqVKlaJixeIEBj5m4+pBNG5YEb3eiE/Z3hS3MbH3u6IA+EWqKbvoFrY2CvI5KcklE1HJpYTpRR4k6p7vzVkuoVq9RmzevjPdvYuimGE1sVarZdovvzB31hw8JUrc9VLcUeBAWvu39ESOdZhZr3rKjFVL6dix4/P3RwwdzIzZczn4U2nqFXN5adzNsBS+XOJPYuTWdPfyIOgJ7bvMQJ8QR/8a7tyNUBOnMZKiNeNmb8XidoVRvgP5nN5/PiDaqQB/7ZqVrfMGBIQyYuQSDh+5zO1bGyhY8N0IhWs0OmztarF50xTatf3qnayRETncG1A/zhY3FM+bJkSiY58qmWad27Fo6dJ0PZZnzpzh5s2bjBoxlITF1ZFJJcQmG9h0KYroVJGVJ59w9tJ1fHx83uv5vGuyknNYykoh/uXyclHU6ygYE2bJObSQNe7fv8/DoCAaknmhzc+FB6hJFYx4/uNJOAY9fkISXiifC7vmxjotrJgBZkS22MQxff5cevbq9dLnew8fxN/fn7Jly+Lmlr15QBYgLi6OH3v24tCBgxQ1qTDYyEiVpqVLGEWBKG0KBpMRhdwKk9mMRBA4q7AjwmTAQ7AiGRPFsccBOZclSZxRplCxXHkK+hTmYWAQl0JCECVSti3YRqtWrfD39+fHXj8watxY2rT4mqqocEFBGRwoorVl1cpfadSsKXXr1uXGjRu0adOKpKRUmrSexOD+X3P6nD+hj2NItlfSaF0g1fLaMayGB3KZFFtbawb83JjHTxJQawyUs1fyffvKeOdzZe7yYwyZuJOWbdtn+F28SmbGxsaGSVOm0LZ9e9q3b8tZ/wAA3N1c0OsTcDLIKKVXYo2UPNjgjBVKZOQUrQkJCXlhrumz5qCwVjJv92/YWcuo5O2ATPr32gq5BEHI+IG+cCFPzhydSYfvZrDwehT5vXPj5umIt4OKq9cfkHf8NRa39qJ9hYyrWZO1JnRGAXcHBbOPPGbR+XgcrSU09rFDLpNgMotYySQ42sjxdLKmjKctd6J1PAq690oj+m3w8fFix/YZlCzdiT4/zmTf3rlYWWXvbe3x4yjatR+Fj08+8nu/n99to9HEt99N5kFQKPEJKexW6JHIpBQ1qUiyhkQrkbETJtL3p5/S/T79/Pxo1bwxrSu406GiG3GpRtwdFKj1ZlZfiCcwIplihQt+VvJI2YEEkFq+EsDiOXzv+Pv7U823Ev20uT5JbcOsokdgniSEuqIrSqT4yTREC1q0ohkPiZLWYs43Tt7XYmae/DEzZs2kT58+Fu3B94y/vz/ly5SlntHpWT/cF2/K/88R/b/USzwGDlgn8sSsRiKCKJFgNJuwkStQmw0MHjyYGTNnpruWIAi4OTljpTEwcvY0rGQyxg4fRSOtA0WeeSIfomaPTSIDhw6hbr2vKFu2LHfu3KF69eqYzWkdfsaP78nEiauQy2V4581LUMgjANYv+Y5OrSu9tK4oilRpOp+BgyfRIZ2CJLPZzO3bt3nw4AEmU1o1fO3atdPN/QIICwtjyeJFzJg5i0E/d6BE8QL8seEQ58/fxsHeFrPZTJ4UCQ3NOUjFxJ82cWzYtpnGjRs/nyMlJYWpUyaxa/tWfHPCpEYePIrTUSW/I4/itVSc5Udq7HYAtu44w4hxf1Dli6L0+r4+NauXTP8/89m5jhq/lt1bj+I3oky6/weNl97lmH88MrkUBzsbNDoDM37pidkssHX7aaRSCSqVEqPRREqqhvj4FMKfxGIwmEhOPIa9/buJliQlpVC1ei9CgiMQEbG3tyVnThfy5HFHEAQiIp4ilUopU7oQ3bo1o1at8i8ZRtHRcVy6dJfLV+4RG5uATmfAz+8hDx48ZuSI7xgx/Nt3Fnn4v9F89ao/m7ccY9/+C7i4uHPu3AUAbty4gZOTE9u3b8fLy4sWLVq8Uj9x6JDByAN2MrB+XoqOvgJIaOnrzoWHyfToP4L+AwZmSX/xYyYrnsPSVgpxj1vmPYfeUZ+f59BiHH4ACubJR/0nUjz47xkzcRhYzCOskWIllVFEUJEfFT7YYvUG+m8iIkmYSMFEBDoOEAvA3r17adKkybvevoV/oZBIMSJihxwbqRxH5HQWXu1dERFJwIgBkTj0BFgb0RgNaFxseBIbnf4YUaRA3nwkxsSxcsNa2rZty5kzZ+jQug2eKSKVdbY4YoUaEyds1dxUx6BSqYiLi0OpVHLhwgWGDh3MuXMXsLVVotHokUigWFEvQh9HUzh/Dr75ujyRMcl81+4Lvmq7EBsbBU+fpqLVG6letRpr/1iHp6cn1tbWJCcnM2PqNBYvWoSdTIH7M4l3QRQIMiZTs0ZNfhzYny+//PJ5dfH/CQwMZPjQYfjdvcahA3Px9s7F/fuhGI0mIiPjaLuxgC0AACAASURBVNt+DHq9gRJmW+KlJmJkBvbtO0Ddr14MZ86bN49BgwaR292VXDlzEPEknOXtvOmw9gGHd09m4PDVqDVmFi1ayt07d5g0eSJnDk+jeLGMW8stXLqb4WNWs7pToefeQ0EQGLvnEYtOR6HWGuj0TV1WrxjMbb9gAgLD6dCu9kthTVEUWbf+CGMmrEEul9G3bxuGDO78yr+LrCKKIklJqchkUuLjkwkPjyE8PAapVIqnZw4MBiOHDl9i7br9KBRySpYsiFwup0njqqxdt4/bt4MoX74o1aqWxt3dGWuFFfnz56Z27fLvVFsxISGZ+g1/Jqe7C/v2n6FDh/b07z+ASpUqERQUhJubG66umavSXrRoEUtnjsNeKcO7dHWWrviVFcuXYauyYeCgIa+f4BMmS8ahQiHufQvj0CvSYhxayAaKeOWnzmOB3K9po/W5koiBWIwUzkTOpYjIfmK4QtLz99q2bEXx0qXw8fGhXbt22V4paOH1VCxbDptbj5EiwYjAeRJojQeleL2WoQYzgaQSIzNx11rH7Pnz6NGzZ7rHbly/npEjRxIZEcnRE8epWbMmAElJSUwYO44/12/AoNVRX+dAYWyJQs8hZTIpcoEevXoydvx47O3tKVGiOD/3b0bvH2dzcO90UlK1LFyyk9u3H5KQmPrCmnYqa8rq7blKIjqzCYXcCkEQkMtkSCQSiksdqK6zw/lfnm49An4kc99e4Ik+hdLFS6BWq4l9+hR7OztiY2PJZ7DCT0jCXmWDi5sjffq0JCYmgRMnr6NWawkMDMPD3QFRFJk1vjWDJvzFuXMXKVKkyPN1AgICCAgIoHnz5gBs2vQn/X7oQVxymkZWw4YN2Lt33/Pron271sQ9fUROd2d8Cudi9LCXrxm1Wke/wcvYt+s0ZTxt6VI5JxMORiJVqYhPSCElRUutGmUwm80MG9yOBvUqIJVKEUURvd5IZGQcDZqN5HFYDK6ujvy1cxa+vkU/qvClKIqcP3+bsLAYAgJCOXHqOt2/b0aHDvWyPSQNcPWqP39uOkLnTg0oV+7v/D6z2czmzUeZOPl3GjVsRtFixXkcGkq37t0pVKhQltZ8+PAhX1T0xdYKkrRGwiOisbPLmnTYp0JWjcN9bpkXCM8XGW4xDi1kDbVajaODA0OE/Nikk4huIX1C0LCWcAB8y5ajTft2DB061GIQfmDmzJnDttEzaKh35iIJXJQk0k/0em0XkP/ni9oV8aJlm1a0adv2lYnxM6ZPZ9LosXwluHIvnw0PQkNeOmbP7t2MHzkaTfATGuuc0GBmnSwSrTmtRDokJIRmzRrzx+9DaNthHLFPEyno7c6D4ChqVSnC3sO36NO7N0aTiY0bNqDXarFTqpBZydHq9VQ1OVBdcMLwTDtT9QbXrw4z4eiwRoodcrSYcUOB4tn3IyKyXhpJmFxHjSIOHLsTT4WyXuTL48r4QY0oVdwTiUTC0Ik7mL30CD17dGflql8zXO/ChQs8efIEFxcXChcuTN68f/clTkpKYufOnchkMubPn8PgfvXp2L72S3MEh0Tyx58niI9PYeGy3QA4OtiSlKwG4LtOdTl28hbhT56yaf0obtx8yOq1h0hISEEqlTB0aBdGDOuCnd3L7Sr/Szx5EsPPgxZx8dI9SpYsxdWrl4l8sgeZTEZk5FM6dByPwSBlwoTJ1K9fP1sN6EWLFnHuz1n8+YMPLRYH0PyHcfTo0SPb5v+YyapxuD9H5o3DvBGfn3FoKUh5z6hUKlq1+JoTB8/SWOv0+gH/cVIxEYcBHQL5cnkSGhH+obdk4R8c/GsPefRyBESCpFrcBcUbtYc7ZJOEd5Vy7Ny756Wwa3qULVcOb3tXciZZE5SBBFGz5s1p0LAhfXv3YcuWHdgbwadocdq0bcOYsWPR6XSULl2a9h0nEB0dz68LvuerWiVwLdSXo6fvY2Oj5JtvvqFGzZoUK1aMMSNG8ZXOgbw6G2RIsEOGBAnWmcgVViJ7QZXg315GCRKqCU78aX5CYLQOT1clV2+GsuiXdshkUqbMO0C3b6qSqjbRoEEDvunY6ZXrvUqz09HRka5duwLg7u5On97dKVLYkwrlX+z4UyB/LsaP6ojRaKJl8yp83X4yBqMJOzsbjEYTf/x5Am+vnBzcM5XWHSZRokQBzp5eSaFCeYiLS8LNzemj8hS+b0RRxM8viAaNBtG9Ww/mzltNiRLFGT/uewYMnM+Jkzd49OgJQwYPZvyEie8kjzFXrlzohLR5W5ax58ihvf8Z4zArSACJpSIFsBiH7x2JRMLEX6ZQ89AXmHH8TxalvCkbpZE4CzIukdYK7dSmUx94Rxb+yd69e7lx9RrdyMkD1AQJqXTh1YLSkCZZc1dM4cmO7W9kGAK4ubkRpktmFVoaeGcsJaJQKFj526+Uu3yZ1HshBN+5Q/WFCzAYDFhZWfH77+vInTsn9WqXpN3XXwBQuUIhrtwIeV5QAqDXarGRyfE2qrB/xz+TBVBhJ1MSnaTHYEgrnKnbZj5WVgqSk9VcvBbCdb8Ijhw9RcmSGReUZIb69eszfvwUmrYZRrtWVZkx+TtsbP7OgU5KUuOUux0AhQvk5EHw37mgFXx98PbyYMq0jajVOnbtmPm8K0iOHC/qMv6XEEWRkaOWMWfuRqytFaxauYpvOnZk2dKlJCenMGToIgYO6M/69SMpWbLkOy0ICQl+yP/lL4/5J+JdreA7W+uzQgISi9oZwBt2gLeQrfj4+FC2gi/7lYkIWML26RGGlkAhhUj0WEtlDB069HmemYWPgzOnT+OjtUKFlAKokMIbhVrlSDAZjdy5c+eN1ypfvjxr/9yAn58few7uf+EzPz8/zp49y61btzh69Chr1qwhJjaGh6KaH/v1o0qVKs9vxAqFgrNnL3D2cjDnLz8AYNKIlpjNZubNnf18zhq1aoFE8jz8+67xEK1xQkk+a3usFXJ0ehMyvUheG1v2H71D02atss0whLSH1O+6dsXfP4CYOCuK+/Zj6cq9JD/LV9Rq9fgUzoO9nQ33Tw5BHzwDU+gs/ljwDTV9PXBUaKn7RS483B3JnacpU6etzba9fapoNDqWr9jJ+vXrSU5O4Ztn+pQ+Pj5MmTKF8PBw5s6bT7ly5dI1DEVRJDExkeXLlj3v6/42xMTEMHvmdEY2ysWKkxFcipAyYPCwt57vv0ZaC73MvT5HLDmHHwiNRkOd6jURA8Jponk/7Z8+JW6SzC6inv87ISHhhV7HFj48169fp/6XX1ExWUEJ0ZY5BNOR3M+lZTLiiCIR2+ql2P7XriwnyYuiiJuzCwaNFmcbW2wlcqLUyaSYdDRv0pTte3anG+KcN3cud67v5beFXdmy6xLtuy/Fzs6WlJS0opSTJ0/SsmkzvtI4UFJ8d4n8yRhRImOPdTx++njGUZgEjISjpQQOmBH4Ux7DI1MK0dHRuLu7ZziXIAgsX76c4IcPuXDyNLnz5uGHfn2pW7fua8O858+fZ9bMaRw7foJa1UuzYFZ38nt7YO/ehr1rvqd21UJ0/Xkza7deRmktR/1gGlKplNDweHqP3E5kvJmb1//I7q/nk+PAgfP0/nE2UqkVDx4Esf6PP1i4aD7Nm31N9Ro1qFWr1kuGoclkYs+ePQwaNJC4uDhSUtS0ad2SLVu3v3F4/v9SOLt27eLHH7rTu2YOxjbNi+8UP+b/tuU/9WCdlZzDMtbW4kHPzFcr5w55/NnlHFo8hx8IlUrF9t27uC+kkMh/uJdeBpTFgQrStBDV2bNnLYbhR0j58uWZNHUK8cq09oUywPUVouXJmNhoF88tWSpLVix/rWFoNpu5cuUKZ8+eJTo6GpPJxMGDBxkyeBC///470dHRmM1mevTogdJWhUyUkDNVxE6uYNXq1ezYuyfDm2ubtm3Zuf8a0TFJDBq7GScnR/74Y/3zz2vXrs3pC+c5rEwkESMG/u6FbkbEhPBCr29IKz5JenYtGxFIwEgEOu6Sdo1Ho+eMJIHNtvGstXvKHMVjlliFs1AVhp8+HhlwlxRcUVAGR+RIsEZGV1MuqihzUr5kabp/15WnT5++sK7BYGDJkiXUrladOUPHcH3uWryuR6D96zxdv25LPo/ctGjUhODg4Ay/63LlytHhm86kpKi5fDWAHj8u4udhq0ACa7ZewabgcDbuvEprPNDpTaSqDazYcJEm364mKVlHQEAomzYd4b/uTGjUqCqPgrdTuFAunJ2dWLR4NhPGdebixSPUq1ePBfPnvzRGEARatWpF268rkRy1BW3cTgID/diwfn06K7zMzBnTKFWsMJ07tGVI325s7lGAsU3TCpEMJgGV6r9dGJQpnoWVM/v6HLF4Dj8w48eOZdfcFbTS/HdzdTIiEh0reMzTp08zrfNl4f3w88CBzF+wAACVVVqpxvfGXLhgxW1SeCo3IRFAlECwtZFuA/sxcvQoVCoVGo2Gw4cPc+PGDZ6EhxAZHkZycjIpqak4ODjwOCwcWwU42VtzNzgWk1mkSBFvWjSvzoSJqwDYs2cPTZs2xWw2c/r0abZv2cq6P9Zx6coVihUr9sq9T540gYULFwACw4ePYcjQoS8dM37MWKZNnw5AEWsnSmqsOKZMIcmow9ZKQR2dA07IScHMSZtUjFKRJHWa91GhsMJOZYvcSorZZEYqlWJlrUCn02NtbUVkZCw5XO2ZMKge94Ni2bbfD02qjp/UeV4q6hEQicWAn5WGOwodxX18yOftTXhYGDfv+OEqWlFWp6QUDsj/kcf8/3FBUi1XVTpmzJ2Nr68v5cuXf2H+0SNHsX7BUkpprdEhEImOp/YQk5JKbmsV+fUKapOWVzjb+hFWchmiKKLV/G0226qULF40hK5dm77Jn85nT3h4DC4uDnzdcgT3/EOpUMGXfn3781W9ei8c9+jRI2rVqkHpEp7s2TYOgAOHrjJ55l7OX7j8yjXCwsIoW6o4IxvmIl4HIxt5YqdMSza8/iiZlise8TA0/LMVvE6PLHkOldbi4by5Mj3OIyj0s/McWozDD4xOp6Ns8ZLkDUuluskSXv436xziWbd/F9WqVfvQW7GQDlqtFr1eT2JiIt7e3vwyeTLLps1GIUpw8ylA62/aYzabkclk5MuXj1atWhEYGMjBgweYNnUy5X3cqVzUAc8cNuR2U+Fkr8BeZUVMgg43R2t8i6YZJE9i1Hi13opWcwaFwoqePady9pw/t275oVC86K3MTIu2wMBArly5glwmw8nZmQoVKiCTyXB0dHxhDr1ez6KFC9m7fSfNWrVk8LChnD9/np/7/oTZaMLVzZXufX6gTdu2NG/chH2HDgIwZnQ3mjSpTlhYNElJqfj4eFG1amm+qteX0ODHXN7bDzcXu+f7rth4AYl+cXQgd4ai8AkYicdAMibskJMDxTM/46vP+TFartrpCTQkotHpkEgk3Lx5kwMHDjBr6nS+TnXEi1cXCD19JmJvg4x8KMmBgpxYUxw7/EjlhGMqXTo3pk7tcjRpUu2dikd/7GzbdpxhI5ZSuXJV/vhjY4ayW2FhYRQpUhj/68vw9kqTUQkOieSrZpMIDg59flxiYiK3b98mMDCQwAB/nF1cOXvqBOWUj5jc0vuleQ/5xTH6sJZrt/3fyfl9rGTFOCyrtBYPe2XeOMwZaDEOLbwDIiMjqVqxEuUizJQR7T/0dj4aotGz0eYp565cokSJEh96OxbegAcPHlC2TCnkMgn16zcgf8FC2NnZU6FCRR48CGTGtCk42sopU9CJCd+XwMfrzR+IHBps4tbNDRQo4Mn9+48o7/sdoaGPyZEjR5b3XbBgfoKDH73w3qNHj/Dy8nrluOTkZJ4+fYrRaMTLywulUklcXBzFivmwcsUIvv66drrjatTsSY2yLkwd8WJXn3uBUbT94Q80T9R01WT+JvU6DAjM4iGNGzWmWp1aTB4/kZJmFcUNSvK+xjAESMLIIh4xgPzpVnEflcVzW67GLIcvKpXg4IH570RY+mPn9OkbtP9mPH/+uZnatWu/9vjataozqN+XNG9SGYBTZ/z4YcAq7t8PAtLye5s0rEd+NyU+Oa0p5ColTiMSrxFY3DE/ttZ/G55Gk8ChO3GM3xNBu+4DGTFy1Ds5x4+VLBuHb9E/O2fAo8/OOPzvXbUfIbly5WLhsqV0a9+ReK2BgqjI9wY/1J8rj9Bwyl5DrFHL0hUrLIbhJ4IoigwZ1J+RvSsz8NvyLN14E7NwlYRwAzP3r+f05SB+G1mdrk0Kv36yf/HwSTIGgwkPj7T0grSuHGnafdnBlSvXuHnzJvPnzUWpVJCQmPxGMjvNmzfj1KnTAOTJk4ewsDBMJhNarY5ixbzTHaPXG7h2zZ9lE3566TOfgu54uNvzIFKdpfPJiMsk4ChRYDxwhZ3HLtPM4PjaAqJ/8hQDkNbdxh45IiLXSUaHmRwoKGRWYm+WcEAfy7VL9/iu6yQ2bpj0Ts7lYyY0NAq9Xs+B/fuoWbPma7UMQx8/xtXFgd/WHmLR8gM8CApn7Zq1xMfHM3niONatXcOC9t6YRZFtV+O4Hykik8DhQSUwCyLfrQ7i7IMktAYTKRoDZUoWo/ewyfTokX7HIQsZYJGyeY7Fc/iRIAgC27Ztw+/2bZYvWYpOreFro9sLArqfOzHoOWerJVSi5dc1v9OsWbOXQoYWPk7MZjMLFizgt+WzubajI9aKl587u47YT9LTJHZOr5upuVM1Brzb/UXnLk1YMH8QgiDgnrMR48dN5Kf+/bPrFN6KO3fuMHPmNIoULkq37t3JnTs3q1au4Me+ffH0dOdRyO7nx4qiyKFDFxg7bgVREdGEXX7Zo3P2cjBNv/2NH1PzPOvWnL0sk4ZRSrClOi6ZGpeCCX9SuStJRSFCJ/IA4Ecye4nBTWKNWmLGjIhSIqOK2YGC2LJYHoZed+Y/KYodERFLvQYDmTdvKfXr13/lsU0aN+DipctU8C3PiJFjqFatGomJiVSqUJ7QsCf45HEmMl6NySwgk0pQyGWYRCkz23ix6GQMlWo1YuSY8djY2GBnZ5dtD02fIlnyHNpYi0cLvl6r9d/kuBvy2XkOLTbyR4JUKqVdu3ZMnjKFmPg45i5eyIkcJs7Kkz/01t4LTzGwURlL10nD8fO/R+vWrS2G4SeA2WxmzZo1lC5ZlO0bF7NlfuN0DUOASqU8CAxPTfezV/EkVotaY2DO7DRDUCqVUqNGOcaMHcPNmzeztP+sUrJkSdat28CYsWPJnTs3Go2GXj/0RiaTMW1qXyDNKNy+/ThFi7WhY6cxVCjmSMDJIenOJ5NJMZkFkjGl+3lWiRa0GCWZf+CPx8B+YtAi0JS/24u5Y40IfCd6MlDwZrCQn77mfJTHCSukyGVSHjwIy8Yz+HTInTsH/fu1YebMaa+t4t63/xBxcQkcOnyMOnXqMGXSBAoX8KJJMWt61vXmYVQyqToj5b2dSNEaMYoSRo0dz4prIn2GTODX39dRqFAhPD09/9OGYXZg0TlMwxJW/giRSCT07NWLZs2bUyh/AcKsTWgwE6lNwiQIdCA3RbBF+hl0VxEQOW2VzA0rNZOnTuWnAQM+9JYsvCGCINCj23fcu3WWecO+4Kuq3q/0ELX4qjBDZpzgZmAcZYu8efV54bz2uLvYUqVKD44eXYyjox07d0xn5cqdVKxYgTJlSlGuXHlsbGyoUqUaTZo0wcHB4ZVz3rlzh61bt5CamkKRIkWpU6cORYoUeeM9ZcSIEcMBsLa2om3bupw6dY2f+s/m0aMIcjjbEHNjDPIM2v8BVPH1plfnKqzeeIliaiV1ccuwMOVtkAI5xMw9dOkR2CGJxkmioKPggeM/WgDmxJpcUhu2CBF0JDfSf+z1rpUaiVlkz94zDB706rZ/nyvdujVjxardrFq5kl4//PDG48qU88XNwYavyzhSrbATWy5FUdSnCPdDHhMeHk58fDylSpVi2DCLuHW2YgkrP8fyNXzEeHh48Pu6tQSonyIFitikhYI2EcFs2SM2WUVznxSM/9BgAxARuUESl0jgEgmEo/0Au389IiJ7bBIxlsuPf1CgxTD8xDh69ChXLp7g2JpW1KuWP0PDUBRF/th1h+krL6HTm1h3MChT60ilUh5uak70kwgaNOxPcnKa9/HMmZvY2amYM6cPZcq4ki+fnA0blpM3bx769OmVobdmxYpl1KlTC53uMe7uJi5dOkDNmtWZMGE8J0+eJDY2NnNfxD9YtGgxNjbW6PVGHBxr06z5IKpXK8n0qX2IjtOw6+BdomNTXjnH7LFN+X1+B9RFVayyi0T41/WdFZyk1ugwZ2qMH8lIJBIGCt44paNj2VTIQSR6Vkhf7HseJxjwrVKCtm0yl0bwOWFlJWf9unGMGTuaU6fevP1nq1at6PHTUIZuD2fblRiqfFGJi1dv8Tg8Ak9PT0qVKvUOd/0fRyrJ/OszxJJz+JFjMpnwyuVJw6fW5MOGDcpYnhhT0ZtNOFopSTUZkAIOShWyZ488BrOJeL0aEVDKrTCbzJTEnma4f1TexrukcK+wA1dv30SpVH7o7VjIJN927kDJ3DEM7VEpw2MOnw3hh7GHSNUYqFLCjTKFnBnfrRxyeeafSzU6E0U67qZf/478sf4gKSka9u9fQKlShV44LiEhmcqVuzNixFjatm37gti20WjE3t4eP78/KVw43/P3T5y4yq5dp7h2LYBbtwL4snotZDIp5b+oRKPGjSlXrhxSqZTo6GhWLF9O2KNQvArkp8u335I3b16kUilbt26lfft22Nmp2LH1F6Ki41mzdj+Xr/iDCLZmKSgkJOq0fN2gFGMGfEUJn4y7Mej1JgrXmEbRCDnVMpkjmBE7iCRWYqSxmOOV1clR6LkrTSUANamCEQ+Jkm/F9HOx7pHCLqKpgTM1+Nsj/BgNW+zi+HXlKNq1++o/mXf4f5Yt287Z84/ZsGHTG49ZtWoVS6aOIEknMH/5Glq0aPEOd/j5kJWcw3Iqa/F40TyZHudyI/izyzm0GIefAL+vXs3k/kPponZlmSqKzj/0ICzkEbePnKaJ2oFA1DxSCRglIhLSLg6TIOCrUZIPG2LQs10SjbVUSi9zHqzfoP/t26DBTAx6BMAeGZpnHoq82KRrlB6xSqDppEGMGDHinezHwrtDFEXs7FQEHe6OR470q10fhScxaNoxgoJjubiqGSpl1rNYWo08xsnbCTg7O3Dz5gYcHNJf+8SJq4wevQI/v0AqVvSladPmfPvtdzg6OpI3bx4OHZpPmTIvh5FPn75O48YD+ErtgBQJ0QozIQojRpmEyl98wakzpylmtMHVJCVYrifAlIyrgyNFChbiit+N51Wp4aE7iYtLxrdSd/JpZHTgb8MqAQMHrOIIl+no1bkqM0Y1RpFBnqaDzyicdDK6mzN/w0qPZExsIYIEjAylYLrHnJUmcEqIQymVUUFwwB4ZZXF4IWT8Tw4RSxg6epD3pc9OE88VOw1Fi+Vn2i+9EUURX9+iODu/Ouz/OXH79gPqNRjIkMFDGTps+BuP02q1TJowDt+KX9CmTZt3uMPPiywZh7ZK8USxzF9rztcefnbGoSXn8BPgu65dWTB7Lnf84/BGRdGiRRk5ciQF83kjx5GKOFFRk/H4/Kj4SfRiuxDFRp7wPfkwI/IANSZECmP7RpWRAiKR6EnEiAfWyJEgQ4IdcjSYmclDSvsUQ2mtJDomGlcXV9RaDdroWCpqlNy3E7A3Sairs8cKKY5GCbevXc/Gb8rC+0IikVAwf17Co1JeMg5FUWT2b5eZsPAsBfM4smpEtWwxDAGa18jH4asx1KpVPkPDEKBOnQqcP18BtVrL8eNX2L79BEWKTCFXLg98fX0oWtQ73XEajQ6l3IpyPEvqN6S9nmLg8eEb9CQnDs9y7sqbBOJxRpEsJeFGNFrsuCNLxSOXGzlyOOPsbM/PA9rxy7R16BGeX2POKOhozEWsUc/GTVc5eNKfnb92pWihnC/sJT5BQ/lSeTh/JYRdslgKmZVYIcEnE9Iz/8YOKWapBFesyShafVqIowO5KCi8XinhNslcI4n2pK/JWBMXyqTa89fNMFq2Ho5CoUCr1dGvb1smjO+Ojc3nHzHImdMFk8mMSpU55QkbGxumzZj1jnZlISMsOYdpWDyHnwjnzp2jeb2GlNcq8XOB0xfOMW/mLK5s+ItmujdrvafDzFxCKI0DUrmMh0ojBr0es9lMc8Gdoq+46QSQyn5lIm45clC4UCGuXr+GKILRaKCSVoUMCYeI5dSpUy80eRdFkV8mTeKv7Tv58ecB7Nq6nZCTl2ipdUaNmRU2UURER2FvbxH//pSIioqi8he+/DqpBnWreBOXoOXXrbc5fTWcK7cjMJrM7JnxJdXLZL6J/aswmQRcmmzhzJlfKVvWJ1NjIyJiuXv3IXXrVspQd27Jki38MmI5P6S+2b73W8UjFUQaml0xIDBTHkLrVrWZO/snKlbuQUqyhiqpKqpmEBYWENgljSXIWsPscS3o3bkyEokErdZIuYZzCY9MRK0xULN6dYwaHfcC7tNe7UJu3s6oOkIs50igosSJkqIdBkT0z/pAS4EHMi3hZg1DKfjaB8YY9KziMa3xoCivvn4TMbDKJpJOHetSppQ3k6ZuQhBFBg7owKiR373VuaSmali2YifOjnYEBUcQHRXH6t9Gf5Th66NHL/NDn7k8fBjyobfy2ZNVz+Gpki97wF+H4+Wgz85zaDEOPyEWLljAhDFjsVOb0DkqOXD0CI3rNaBZguqNuhsA3CeVvbJYRJkUF7kNzTSOPJRoOCHG0Zt8uPwr4TwOA1cUah7amtm1dw9Vq1Z94XM/Pz9mTU2TanDN6c6w4cPJnTtjhXmDwUCVChXJ5xdNWRzZY5NAzZ4dmbvg5Yb0Fj5Ojh07xg+9vufbZvkZ1qMig6adZM2OW3h72FO3ggf1KuamSdU8rxX+fVvKddtH196dGTiwY7bPHRYWRZEirRih836j4w8Sw0USWwG8EwAAIABJREFUGU5BRGChIgykYDAYKaJwooPuzbq3BJDKftt4zIiobKwQRVCr9RTU2xDpICMmIQ6JRMKyZcuYP3Qs36hdXtsuLz2MmFlJGPEYUErlyJEilUhASNMn9BasqYpLut1P/okJgdWSJziJctpl4DX8J1skkXjXL8q+XWmC2AaDkWGjVrN67WFKlylCj25N6dKlUbot5v7ffvGfbN16jJ8GzMNKbkViUhI21tbExiWwasVIWreug6Oj3Tv7+3sbVq/ew6Ej99m8eduH3spnT5aMQzuleKrUWxiHFy3GoYUPTFBQEJXK+VJALcXfWsekyZOZPm4SHbSuuKVTSZgeZkQeoSEn1tg9uwkcJY4AUulD3ue5RTclyZywSaFX794MGjoED4/s8QL16dWLoF93UV10JhYD21xSiIp7mi1zW3g3GI1Gbt68yZEjh1m8cA7Lxtehed3CnL4SRvPe2zi6oD4Vima9jd2b4NNpL2Mm9uXbb5tm+9wpKWrcXOsyyljgjY7XYmYGDykotaOUYMt+YuhOPlyxQp5JMQgTAk8xoMFMEiaSMXKWRIwIrF+/nk6dOmEymShTvASFgpIpL75d3l4yJlbxGKQSvhbcKfiGQvviMy+jDAmbpVHEYaSvkPeNznOP1VPuyVKp/EUxpk/+nkoV07y+9+6F0uPHRdy7H4q1tYKqVctQrGg+XFwcuHHzAbk8XFm6bDv29raUKlmQdm3r4Hc3hC1bjqNOSqWWwZHSoh2R6Nkki8QsAZBQpkxhLl34NcN+xu+TmbPWM3XaWn7/fS0tW7b80Nv57MmKcVjeTimeKp1549DhwudnHFpyDj8h1Go1zZs0RW/QU1v0JIF4UlNTmb5wLv1+7Es5KxcaaF5/w5AheemGUAtn/CUpbBIj6YgnyRg5rkzhyo3r2aL/9k+MBiMmKWAGV6ww6wzcuHGDcuXKAWmh6I8xNPRfJTExkYb1vyQ5MZqShV05u6Ed+fM6ARAYEodcJntvhiGARm/Gw8Ptva33KmyQUVvixknhKQ9JxdXJmW36eLpr3TP94ypHise/wsUVccKPZGZNnUb16tXx8vJiy84dVK30BU8QKKOxznSrTQfkDCQ/28UoLpH4RsahGZGd0hjuCkmIgAvW9HlDwxCgmdGNukYnDp4O4cuGwylTuiAjhrSlVo1SnDsxi8TEVMZN3sDR4zc5ePA8gmDGYDAhk0nJk8eDRo2qcvbsLX4evBCj0YibXEUPfS6cn+V/5kdFP7MXp4njCklERMRSs1Zvzp5Z+UF/Sy5evMPceZu5cuUahQtnvm2khfeP5DOVpsksH4/f3cJrsbGxwcnREbkAoWhprHNi/szZ2NnZEREdhZ+QxOO31DS0Qko3MS8haEjGSAImChcokO2GIcCYCeO5rlA/y3OSUFKnZO3q1Wze9CcSiQSFwgqJREJMTEy2r20h8wwfNpjiXnBnT2fmj6zJ7uNBTFtxgflrrjJl2WWSUvV8PeI4Ot276erxb3R6Ey4uH0+1a03RGXuFkoEDB/I0IZ6W37TjgE0SIlmPuqiQUwFn7AKiqVuzFgEBAZQoUYK7AffpOmMsfzmkcEaWiA4zIiJBqNmrTGCHXSKR6DKcV4aEwqItD9HwkFf3cRYR2SKNIgwtQynAGArRT8iLIpO3DxVyWoke/KTJg/7iE77vPhe3PO1ROjZnxJg1TJ34Lf43l6NN2MWW9aOwU1ljNgsMG9aFpk2r88svvRk1qisymYwe2pzPDUOA+6Sw3v4pN63U1KheliuXfycg8DH+/o8ytcfsxGAw0q3HVBYtXGwxDD8VnolgZ/b1OfKZntbniVQq5fT5cyz5/Ve2Eck2VTzVtLb06d6TgIAAtuzYzk77JE4pXy2ymxG2yCghcWCl7AmXSODaXT8EIfsEeP+Pt7c3w0aO4LAqGQERpQAGvYF79+4hk8moUCHNO3/nzp1sX9vCm6PT6RgwoC/79uxkzvC0IqMfJ57ghJ+SKGNJrj1yoWuPnyhS2ItYoz152+5i2/F3m3CfnGrAYDC+th3Z+0SKhLoGR66euwDAgiWLMeV15SbZ0/pShoSvzM4UDtdRpWIldDodjo6O9OvXj1v37qCoXZoFinCWqqI4nUvkqi6Wal1ac9Yu4wfF+6RyU5r2O5GE8ZXr//+bNooCSqRpeYpZuHUokdGMnPyUlIvRxoL0NObhr21ncM3dDiePNtSuP5xlK/chkUqxRsLYUUvp3mUCvb+fwuK5m/CUpRXA/Z/LJLJblcCgMd9y88YfrFgxAk9Pd1xcHNDrDW+9z6wye85GChTwoU3bth9sDxbeAkv/PMBiHH5yyOVyOnfujCAIzP11OWdsUvHWylm+eAmNGjVi3qKFhEq0CG/ptagvulFCak+wVIdUImHxwoXZfAZpDB0+HJeShdmrTCRcaaZYqZJMnDQZk8nE8uUr+KlfP6pUqfJO1rbwZsycOR3/64e5tqMTTg5Kfhh7mKMXgrlx8wb79u3jyrXrrFmzGi+vXJw7s4xpU/vQbcYlavY9RGKK/p3saf2hh+gNJvLnT1+Q+UNRCgeC7vqzY8cOlEolv65dwxmbNO94diBBQhnBjlSNhsrlK+DuloOEhAQ8PT3Zf/QIcYkJHD53msnTpyGXQOPGjQk1pXKCOG6QRBR6zM9+E7SY2UokHoIVg8lPeZyer2NGfKmDihQJHQQPjKKZx6/wRr4tOVDQJzkXI035aZ3kgulMGFFHA9GkanGRWJOQlIJngsgP8TnoHZ+DLuoXUxiCpBoaN6rGsKFdKF68AMWK5SckJILo6HicnT+MCsKNGwHMm7+ZRYuWWFJkPjEsnsM0LAUpnzgtGjbGcOgqF200HDl9kty5c9O8YWMiHj6itcb5jYtU/o0ZkWmSh6zbsJ5vvvkmm3edRnx8PI3r1kOn13P87GlcXFzo/1NfFi1eSmhoKPny5Xv9JBbeGVUrl2fKjz7UqeyFIIh4VF9GpUqlWbJoICaT+fnL3d0Zd/c0OaUtW4/Rrcc0pFIJA1oVYVKv8tm+r5Jd9tC4VSNmzcr+douZLUj5J6FoOOCqIzAkGHt7e8aPG8eOectpk/pmUlOvQ0RkizKOR8YUnGxsOXT+9Att1LZu2UL3Lp2RCGY69ehF6zZtOH3qFPf97nDl8hWexESRU+WARGsk1qghv6MbWswIooiISIrRQLJeg0wqo57ZlYr/Kng5J03ktPCUwRTIdEg5swgIzCEEGRKq4swx4nCQWSFBglKQ0EzMQU6UxGJgtU0k166upVix/AAEBz+hStXujBvbnb4/vn/x6Pj4JCp+0YNpU2fRrn37977+f50sFaQ4KMVzFb0zPU51POCzK0j5TG3e/w4euXNxX2XCSytj+JChKBQKrty6wcipE9muSnhrz4UGMyobG9q+w5CIi4sLF29c4+a9O7i4pOnAGQxpYaA/N258Z+taeD07duwgIPABviU90BtM/DjxOE5OrqhUSry9c1GoUB6KFvWiZMkCzw1DgBkzN+LoYEd+79ws2BFI+W77CI95dU5bZhnQpgi//baLJk0GcPnyx5N64IUKL7WUjm3bIQgCPXr2JNiQTDzZE9qUIKGBzhGT2UScOgWZTMa9e/cIDg5m6ZIl/PBdN1IMRgo5WHNk3x6cnZ0ZO24cm3fuIPhJGAlJSfx18iiDZk1m9JSJzNm0hk2H97HjxGF2nz6O34P76PR6/APuc83FxEPUGBG4RALniAdBQETkHm+XtpIZHqNDjZlqOFMRJ74nD3XNLlQzO/JE1BJJmmf6BomULFHwuWEIcPz4Vby9c1GqZPodYN4lR45copzv93T8povFMPwESeswZokqg8U4/ORZumolo+bP4BbJHD91khqVq5Camkq//v0ZPHEMa21iCOEV7VMyIBYDxQoXQS5/vwXtCxYuBsDKyuo1R1p4Vxw4cIC+fbrz15IW6PQmanbeylOdB+MnTMZkenUOap487nzdojq3rv1GaNAWSlUoR/HOu5nw241s21/PFj60q5Uba004X37Zm8OHL2bb3Fmlns6Bo0ePsmbNGvLmzcv4CRNYo4rlkix78g+dsGIA+TGIZkqUKEG9ytWpWqY804aPoZbODju5lK01vPghJ7RvUBdXRwd+7vcjoiiiUqkoV64cAwYMYPTo0TRs2JBKlSpRvnx5ypQpg6enJ3K5nAIFCvDLzBkcUaWwRvKEs5JE/CVq/CVq3FHijnW2nMuryIkCe+RESY3IkJAbJblQ8hfRyJGQAwVT5A+5Zq1h1KiuL4yNjU3g1q0g6jXoT0hIxCvX0Wp1HD58Kcu51bGxCXTvMZUevWaxatXvTJ7yS5bms/ChkCCRZv71OWIJK38mPHjwgNrVqhMRG8OwIUOYMSut7dLx48dp1aw5HTSu5MpEVwV/UkisXYyDJ45l6z6NRiPHjx/n9q1bRDx5jEyuQKm0oWatWtStWxeZTJau6K2F94PZbKaYT0EWjfqC+tXzM2f1Za6HuuHqloPt27dTq2YZ/twwLsPxg4Yswt8/hAN7Zj5/79jxa3TpOhU7a9g1tSbFvJ0yHJ8Zdp4KpceMi6i1RooW9aZFi1oMHPgNKSkahg9fxIkTV/j550707dsWe/s30/LLSlj5/2xwTOCXVUuee93DwsIoXawEndSu5HjLNI9/s44nKCRS6oouuKBAhoQd8ghaF7dldKm/2/DF6Ew0PR9Fi14/MXrs2De+rgRBYOfOnfz8U39UiTqaap1eK4yd3WwkAmupjNZCTkRErpLEPtIUDCrjRHgeBevWjqd2bd8X8voSEpIJDY1i3LiV3LgZyK0b63BxSWuHGBubwN6959DrDURGxbFm7QHUag3W1lbU+6oSy5YOfaOWfklJqajVWg4evEjIowhWrNxNp46dmDhpMg4OH08l/X+RrISVfR1txPOVvTM9Tnn4viWs/L7o27sPRw8d/tDb+GQoXLgwi1csxzOnBx07d37+/pdffsmq31ezzSYe7b8SzV9FCmZyeWZv0v/FixfJl8+Thg0bMmz4cOYvXMKDeyeQGfwYPaIf5cuVZtzYscyaOQOdLvsT3y28nrCwMMIjIqlXzRuAs9djqV3nK9auXcep4/NZs3rEK8d7e3kQHZ3wwnt1v/Tlgf96GjWrTcWe+/lp7sUseWpuB8VRuus+uk67yPjxPxD+eDedOtZn8+bDFC/ejqJF23DHL4Bfxndh9W+7yJ27EePGLic+Pumt18wMpZKt6NWtO7t27QIgb968DBk+jEs2mffgZ0QDXImVGvhNEs4vPGCB5BGRop5r8S9WKLsr5Wyt5M7kyZPZtu3Nu3NIpVJat25N8ONQmvXuygbVU4wZNWN+RzTAjXtCEiZELpD43DB0R8EVSRJVq5amTp0KLxV8ODs7ULZsEebM6Y8oCOz66zSCIDB02CLy5GvBiFHLGTl6ObPnbCQxMZn+/TvQrFlNdv11ihEjl75yT1qtjuXLd5AjZyNKlOrE0eMPMJtzcuTIMebNX2AxDD8DLAUpaXy0nsMmDRpSvHhxSpQqyfRp0zl19gxubm4Wj9Jb0q5VaxJ2nqZ6Bj1e/81NktDULs6hE8czvZYgCEilUtRqNba2aR6bUydPUrtOHQBKlijK9Bmzado0rcOFew5n2jb3RaPVYTYLpKiNBD1KZfOW7RQrVizT61t4O3Q6HTWqfUEdXztmDKnBkXMhfDviKNeu36ZAgQKkJh3GyurV3qMdO08xdNhSHgZsSPfzy1f86dhlMkadlq0Tq1Gx+JuLZz9N1PHNxDOc94ulV8+WjB/XDWfnv2/GgiAwadJvnDpzg1w57Nm4djgAR45d5+fhvxLyKIrevVszdGiXDEW0U1LUuLnVxd46a14yk2BGFEV27D5I3bp12bdvH8M7dadtkmOW5k0PDSYeosGfVKIVWqLblnjh82txGppeiOHugyBy5Mi8WPn06dP5ZewEBpjyYvUe/AlGBGIxkICRv4jGQaHELIFx06bwJCyclfMXoVfAnNkD6dv31QUnHrkaARKio+MAsLNTIQgCq38bS/36lXFysn9uXE6e8iszZ/6BTxFvjCYzvuV9aNigEr6+Rdmx8yS3bwezb/85fH3LM3r0OFxcXChduvS7/josZJKseg4vVs//+gP/hWK//2fnOfxojcP/sXfWUVHlfRx+7szQLY0oiN3dvgoGdncn9loYa7ur2IUda3d3ooItBiJ2IAag0h3DzNz3j9nFZUXKWHd3nnM4R+/cX9yJO5/55h+cPn2apk2bAmBtboHniuV07tLlb93TP5F79+5Ru1p1xsgLZqgR9jnkqFin/4FTFy+k1x3MiqdPn7J8yVK8Tp/hxZtXCIKAUqVi1oxfmDx9GqGhoSxdsoQGDRvSuHHj9HEqlYo3b96wbu1qTp8+yYvAIHau6c+7D7FM9DhMu7btad2mHc2bN/+i69eQPY8fP6ZKlUro6GghiiKiCA4ODhgbG3H9+i2CXuylQAHrLOe4desxLVqN50PIoc+eI5en4TF3OwsX76Z1bXu2TKmDTJa16Fh14DGT1gdQr15lli4ZhZPT563aixbvYPGSXQQ9+g1t7Y9u3Ou+jxk+eg2Pn76hR49mTJ7cDweHjH2B/3ArX13RMMv95IQDl94SIpZm64493L17l2b/c2FgohWSPPREzgmXhUgcnUTW1rBPP/YqQU6N829YtWETHTt1ytO8MTExuLo0QPnkLc1TTIlDwV1ZAqJMSoOUr28pW6T1GmsbG4oVLYq5tRUt27YhIiKCfv368fbtW0qWLIFCoURU+WY7V2hoOPPmb2fZst0IAujq6jJlSn82bDhC4IuM71GlUsnwnxawZs0B+vbtS2JiIkeOHOZ/dSphZe1IvXoutGjRIsve8Rr+fr5IHJrqib55EIdaJzTi8G/j1atX1KlZC4t8+ZizcAFNmjTR1I/KBatWrWLMiJFMUBbK8ZfTOa1oqgzpxhLPpVmep1KpsDa3oFS8jOJKPazRAUROaEfjPLgHi7MZ/2dOHD9Or949KFHElgE9ahL6PoYpsw9R9381GD58NB06dtS87t8IpVKJTCZj1MjOtG9blz9/9LW0pFSvXjrb5/79+0gKF+1EYuyZbNd7+DCI7r09+PAujCfbW2Js+Gk8Xkx8Kk3HXuBZcCKbNk6ldeu62c4bG5tAiVKdaeRSnq0bxn7y+IMHrxg4YgX+9wJp29aF6dPdKFbMAfhoOUw5++WZpgt2P8LnpRknz5xHpVJRp3oN9O++po7SBOErC0QVIhtkr9nmbE9da0MAVr+IZvzd90yYMIHpv878ovmTkpLo0LotFy56o6utQ5cuXdi2bRtj5QW/qthNQMEy2Rs+hIdjavppbKpSqcTY2JAhg9uxcGH2pYxUKhVt2o7jwoXbjBjRlUKF7OjevSmOji1JTk5FS0uGj/dqypUrxo4dpxg1einTp81gyNChPH36lJo1q6NUqnjy5Cn29vbZrqfh7+dLxGEVUz3Rt27u441lxx5pxOHfSUhICPb29ujLtPl1tgfu4z698WvInDGjRrF5+WpGqhxzPCaWNLbqhbN26ybad/i8+yYsLIwiBR1xT/3YsPwx8dx11ON2gD9GRrkrROvv75/eZ3lATxdiYuO5dP0ZYeFxXLlyhX1792Jvb09aWhpxcXFUqVqVRo0aaeJ9vgJXrlyhe/dOvH65L0/jVSoV2nrORLw7gqlp9q+7UqmkUdOxPHv8klEdi+Le9WPdvi0nnzN6xV3+979KbNwwGQuLnCeyLFm6i0WLdxL8fMtnzwkMfMfA4cu4fvMJrq41SUtLIyoqjjt3HpPq9eXicNvZl5x+YcPOPQcBeP36NQ3q1kMrIoH2SWZf7KJVIfKGZJ5I4nksJFDURJurjYsg/T17stTZt3hu3Unjxo2/2g+q+Ph4tLS00NXVxcTAkEFJNhjw5aE+ClTcIw5f/RTcRgxl1pw5nz337NmzdO/elVkz3ejevQmGhvqfnBMc/IENG46ydt1hUlPlJCQkExvrg66uzu/XkUhUVBx9+/4CwKSJfejeYwY+PpcoWbIku3ftYtDgQVhb50OlUlKrVj22bt3+xdep4dvzxeLQOQ/i8Mi/Txx+3/SzL8TCQh0nlKJUIHyFvqX/JSZNmcLuHbu4FhlNNdEEWQ6+mEzQokWyKe4jR9GiZUt0dD4tYSGKIuvXr6egliH8qSnGWyGVajVdci0MAfLnz0/v3r2pWLEiurq6REZGUr+JGVWqVMHvzh08ly2jRDF7njwLpgJG7DXQ4r0ymV49e7JkmSe6ujnPytaQERsbG1SqvH+2JBIJ5vlM8Lv7nPou2RfAlkqlnDgyl63bzzB8pCdPX8cS8DKWoA+pyOUK1qz+mc6dG+Za3Ny+/YR6dUpneU7hwracPzWH0HeRDPppBSdP+tKyZn5Wjqycq7U+R8Ui+Zi29TqiKCIIAg4ODjx9GUjXjp04e/oKzZPznrV9jUhuSKKx1teih5MpmxxsKGqs/nwqVSKbX0bzIiIGMzOzr2ppz8vnOTsikbNLL4LyVSqxd+av1K2btXXY1dWV/fsO4OzigoWFKe3b1//knPr1h6Gto8XQoR2Z+HNv8pk3wMmpNX5+27GxscDIyAAPj014e99mzuxhjB23gg0bNqXHOI8aPZIzp5ZQrlwRHJ3a0b1bj0/W0PAvRAD+paVpcss/Shzq6Ohw/PhxihQpQvHixf/u7fyjsLCwwPvKJYYPHMzaW3fomJwvR/XKHNHDJDqa8iVK0aJNa36ePImgoCAePnzIjStXOXvqNIrYBFolfgy0v0gkjySJ9KqXvQswM/z8/GjQoAHFixenatWqCIJAamoq48a6Y2NjS5UqVbh9+zYA5TDGLFGb66hYs34dJ48f59qtmzx8+JA3b95gZWVFkyZNMsSeafg8hQoVIiIimsTEZAwM9PI0R357SwLuB+ZIHALo6ekwyK0VV689wPfeC4JDk9m/dw5161bIc53Nm7ceMWls+xyda2drzrH90ylQtBdurYrQoubXcR+WLmSChDTOnTtHo0aNALUYXrl2DY72BamPEXo5sLrFoeCUJJw4IympEhWJyamkpMrRkUnxb1EUHWnGH3rTHkXiI1iwavUUKlSo8FWuJTMs85kTm5T2RZbDGNLYpRfB7KWLcBs4MMfj6jk747l0KYuXbKZNm3oZEhWXLt1FcEgY70JPY2KidrHfuL6J8hW6pScwpabKqVatFObmJixbvpf4+ERkf5rD1NSUKdPWERYWQ5MmTWjcpEmeru/p06c0qd8QE2NjtPR0OXD4kKbzk4Z/BP8ot7KGr8OmTZsYPmQoTtrGWMQrqYppljd4JSJvSea+VhL+ylhs9I2xEbXJl6jEEX3CSCH89y4Q9yUJxKsUaGnJCA4OwcrKKld7e/XqFYUKfQwINjIyIiYmhpCQkCxvqraWVuhqa5OmVHLnnj/W1h8TJ5YvX87w4cNztY//Mk5ODpw5OY+iRQtkf3ImtGs/GWsrE1avHJPrsXv3eTNx6m8EPj+Qp7VBnfBiaOxCaOA2LCxynh3sWKIPiwYUo11dhzyv/VeOXwum74LbNG3emm3bPmZw9+/dl/t7TtAs1TTL+MOnJHBYNwJX1xp0aO+Mk1N+ChfOj5WVGc4uw2gQ957JZdSfsZOh8Qz3jyQ8KYXrvjcpX778V7uOzOjbsxfvt5+mBnlrD/ieVPbrRTFx5nTGuLvnerxKpcLFpS79+zWkV69m6cctrRrj4lKFvXs+uqb37vVixMhFdOzYkJQUOYcPexMdHcfEif0ICQnn0KEL6Orq4e8fgLW1NcHBwZw+dRIrK2tatmqVZ+ur+8hRXF+5nUJKHXYSyoMHDyhdOmuLtoYv44vcymZ6om+D3HfWkR14qHEra/jn07dvX9q2bcvp06c5cewYmw4fo26SAaUxyjSTWYqAI/o4pOlRH1MMEj6+bZ6RwBHCqFXGCgNdGfG3YyhatCC9eg3ItTAEcHR05OSJEyxevABdXV1sbfMjiiIFChRQ1+ALDsbS0hKpVErzJk0oXao0G7ZsxtDQMH0OQRDYuHEjsbGx6Ojo0KtXr7w9Uf9RoqJiyJcv7/GbToXtuB/w4ivuKHeEh0ejra2VK2EIIJVKSEv7ej+Gg97Fs3DvU1LTVBw8eIhZs17j4KAWnos8l1DX15fzb6IJkaYQKyjQ0VJniWvFydFTCtiiwz2jVBbOGcHQIe0+mX/WzIG0azWOsiY6XIhI5WxYMpPnLqBr167fxP37V+o1qM/yQ2chl90RVYjclMRxTSeB1evX0q179zytL5FI6Na1B94+JzOIw19/GciUqWsIDQ3Hzk5dusfKyoywsCh8fO5ga2NOn94t6N27ObXrDMDTcyze3reIj0+kX78+HD9+Ent7ewa45dyS+Tl8r17HSalLUQyoqmPJ4UOHNOLwR+YbupUFQRgPtAOigc7ATqAAEAD0AnSA/dkd+14WO404/I9iampKly5d6NKlC5cuXWL8yNH4PH1GyTRd7BVaFMPwE6EoIGDwl7fMHxZDt+ZOdG/ggE7jvZQrVwwrq6xLnmRF02bNaNqs2SfH7e3tM2QMPnzyJD2e66/07ds3z+v/l/H29kapVBAcHMaevecpVdIRZ+ecuYf/wKGgNefO38rT+k+evcm2lmJ2RETEoiXLvatTKpWSpvx6hZ6bTbpOmUrlOL60E6dP32DhwvksX74SUH/+Tp33onjhIqQpFcyaOYhiRQugUok8ehxEaGgku/d40dS1FkMGt810/ipVSqJrpI/7yzTcho5gcv78dO/e/bvVgq1evToTSAFyJ8L9iSPIwZDbZy5TtGjRL9pDamoqUon6elUqFYsW7eTU6RtUqVIS18Y/4X93OzKZDGfnKrx5fQx7+4z3Jed6lfHze8KhQwuoXbs/ly9f5tdffmHqtGlIJF+WMBQQEMDVOzcpSQFUiKRIRMwtMq+vqeEH4huU8hR3xxm7AAAgAElEQVQEwQkoLYpiDUEQRgBdgGBRFFsIgnAcaAQUzOGxHHUHEQTBGiggiuLtTB6rKopiljdpjTjUQN26dblx9w7379/n6JEjHNq7n4svX1EiWZtiKj1MkHFHmkCwoYhBmkCpJC2KYkAqKl7oJKOrlNJ33g3qlbNEFEVOn75G8+bduHTpEqampnh5eWFsbIyenh7NmzfHzCxvbqjM0JS1+bp4e3uTkJBEXedhFMifjzchURQvXpDf1k6gfPmcfZE7OtgQFPQu12snJaUwf+Eudm7/Nddj/+DChdt07DyJWjVL5WqcKIpIJZKvKg7fRyWzb7obZcsWwdbWAheXYSxZ4pkeR5k/f35cGjbg7dunjBrZOV0Ut21bD4CVK7J2tfboOZPCRYqzdOnybxpb+DmKFy9OolJOAgoMs/kqSUPFA+J5aajijZjMxvkrvlgYAnidO0PZMlbcuvWIMe7LUSq1SEtTMmZ0S0aNXsqOHafp3VtdbP+vwhCgWvXSrFixl59/7oOn5zhGjJjP/AXzuXL1MkeOHENf/9NM6JyyZ88eQJ3Yd1I/Fu3C+emUx1qTGr4TgpBXy6GFIAh/FmHrRFFc96f/NwDMBEG4BHwAFKgtggAXABfAATiQg2M5bR1XANgqCMINIAS4C5wC6gOTgNpZDdaIQw3plC1blrJlyzJp8mSuXr3K4YMH2bNjJ1GxYbRr25bJbgN4/vw5c3+dxYuoGGLTkjB31GVii9KYG2tjaqSNuak+kTFJ/Oz+E3aWRiSnKqlUSB9BIiU+Wcl491EsWOxJ9zy6kjR8O1QqFRd9zjHr55ZMHq223CYkpDBo3E4auo7i3t0tHD5ymfj4RIoXL8jZs7d4+CgIUeT3otnqv7j4RIyMPv+lmpCQhJ6eDlKplEVL9nD85HUSElIIC4/BwsKUVq3ylsj06FEQLVuPZcqEzkwcl/NSNL43n+Dc5GdSUuToauctzvKvXPB7D0Dp0uqyGMWKOVC5cnFatWrB1q3b0ysvGBkb0bx5rVxZS0NDw9my9RSHDnsTGRn5VX9s5QaJREKXzp25tPsEzVKz3oOvJI6IklaMGDWSrl27pndO+lL69O6H57IlbN9xjvHjJjBk6FCWL1vG4SMnSUlOpUQJxyzHT57UDx/vO7RrN44bNzaTkJCIp+duLC21+Wn4MDZs3JTnvTk5OVFR3wqDJCmBYiJ3jx0hX76cdajS8DeSN3EYkU3MoSUQLopiK0EQrgNJwB/9POOA4oB5Do9liyAItoAK2AWsRi0U2/z+77dAtlX+NQkpGrLkjy/8P7tYEhISaNqgEXcDbjGrf3lGtle/XxOS0jBusZ9O/7Njp3uFDGN+2fWUY7cjeR2eQmRMEr6+vlSrVu27X4+GzElLS6O+Sz0S4t5x6/RYZH9xyzbvvoqb/m+JiIihZAlH4uISsbIypd7/ymNqaojw+w1VIggIgkCb1nUoXSpjp4GLl/yZu2APZ87eIF8+E9LS0pBIJAwf1gEzMyMKFrChdu1y2NrmzfU2ddpazp65hu+lJTkeI4oiZasMoVZhbX7uXopCtl8nVq/LL1cQrIqzYsV4mjUbiZtbG5KSUjh0yIeHD4PYvHkLzZu3oEuXzrx+/YjrV9dlOV9KSioLF+3i4KHLvHr1jrZt2vDTiJF/i8Xwz8TFxVGicBEaRmhTmM8Lvr3GMXhsWUubNm2++Z5OnDhBy5YtsbOz4O2bE5/1LqhUKlJS5Bw8eIFp09exfv1klEoVHTtOICT4JPntWxAY+DJdyOeWiIiI9HaFJtp6/LpgLpaWlrRs2TJDjLSGr8sXJaSY64u+zXNv0ZZtC8gyIUUQhOGAviiK8wVB2IHardxJFMUDgiC4A/kAR+BgdsdEUZyc3X4EQdgClEUd37gfKANoAzuAYcAGURRPZ3lN2S2i4b+N8PuX/Z8xNDTkrM8F6tSozMojQRS00sdQT4uOv14FIDg8hTWn3zC0mSO3X0QzdsNjrj6Joe7/KjBpYC3Gjl+p6ZH9gyGVSklMSsLYUBeZTMrzwA98CI+nSoWCyGQSTuwYik3ZibRpVYdD+2flam6lUslvG08wZfpm5s9bwMFD59m6dSsbNqzgwrllnxQxlsvTCA0NR09PB2tr8xyvc+VqAMZZWCwzI/DlOx4+foPvks7o636922GqXMGRPWc5d84XUSXy66/rUSqUpMoVREXF0qJFS9avX8fUqdNo3rzxZ2Nn798P5O7dZ6xYdRB7+yIsXbqGWrVq5bnEz9fG2NiY+UsWM3eoO4XjszgvVV0E/HtQrVo1RFEkOjqeixf9cHbOWLfy5Mmr9Os/k9jYeOTyNPT1dTE01Kdly9GIooihoT6GhvrUrFmOy5cv07Zt5jGf2WFhYcGSJUsYPXo0ZnIYOXIk9rrGDJa4MWXqVMb9POFrXK6Gr8m3S0i5A4z+/d9FgImAK2qXcX1gCer4wpwcywkjUVsaJwKlgVeiKC4AEAQhEDgmCIKPKIopn5vgx7jDaPjHoaenx627D1i/fh2/HdjNhYtXSJWn0dSlBJdvBnFtzQNO3PrAqTvhmJkZsWPbdDp3aoCf31OKFCn0t1s8NGREIpFw48ZNbG2t0CkwArk8Lf2xapWc8D01jrIlbDE01PuskPkrsbEJeC4/wL2Al7x+G4eX1/n0171r167MnTubo0cv063bx17bPj53aNJsNNpaMtIUCqpVLc2G3yYRHBxGgQLWFC5sj1Kp5MqVe7x58wFBgAYNqrJk6W7Cw6MJCgph9frjDHFrkaPr9g94iaGBDtrZ9HbOLSFRafw8rjPlyjhRo1oJChX62MN53YYTDBrmiZvbQHbs2I5Mps3du8+oVKk4oihy9OhlXr1+R0BAEEePXcHZuR59+wxh8JChP2SMbePGjRmc6oYKk8+20jNJFXn66NF32Y+lpSWVK1fAzEybvv1+Zcvm6Vy86Ef16mWoUaMM3bpPYdo0N3r2bIaZmRHPn79lxYq9ODra0axZLapV6w2Ac70KXPTxzrM4BPA+dx4JINqaUTN/Ga7fvoWZoM3qlatwHz/ui5NeNHwDvsFLIoridUEQegmCcAt4DHgCBwRBCADuAedRW/ba5eBYTnBD7bp2AZKB9YIgHAX2AUOBPlkJQ9CIQw1fgEQiYdCgwQwaNBiVSsWRI0e4cMGLJ0EJSKUxnLoTjlv/VqxbOz59THh4DAUK2Gsshz8g2traJCenIpenoaUlQ0dbRppChY2VIb53XrJwRlvqtvHk+InrtGxRK9v5lq88yMkzD2nYoAG/bRyXITbO2NiY1avXMmhQfxITk2nRog62thYsWryLZnZ67GtcmKgUBX0uvqJEqc4YGeiRmqagWtVSREXFEfz2PSY6WkgkAn0j4shvakB4QgpJKXImTtuaY3F46Mg1TA20kH1FcZiQJOfR61i2dGtIqZKf1kwc2L85hRxtcG0+ke7de+DgUACvczd58uQ1v208TmhoLK6NXClfvj4zZ63Gzs7uq+3tW2BpaYmRoSHRUWmYk3mxeQkQHxv33fY0a9Yc3Nz68v59OIsW7yYgIAivc7cYPKgtKSlyRo/uli60S5YsxMqVaiteZGQMyt+TkmxszHn0+MtKMk2dMZ2jJ47z+l0oD58/w8vLi3GjRhP4+hWtGjelRu1aTJ4+7YcU/f9JvmEpG1EUh/zl0F9vUqk5PJYTTAFDwB44jvrKDFCXFtBCLTSzRPOzRcNXQSKR0LZtW5YvX8XLoLccPXYCgHLli2Q47937yAxWqbxy4cIFTAyNGOo2iNevX7Nzx47sB2nIlgrlywDgUMCcEsXssLY05ujpABp2XEblRnNRKpUMGLyAs163mDZjIzXqDOXly9BP5nnz5gPrN57Cw2M2szxmZ5o04ezszFj3CSzxPIydfQvGjl+O17mbeNZRJ4Xk05VxtHEhUt0qENGtOEGdilM68i0NJfGEdCzKi3ZOPGtTiKjeZXnezolVtdQiKjkphecvQnJ0vSYmBgSHJRCXIM/T87V032OK9jjBhDV3AYhLkFN2gBd165TLVBj+QaMGlWnXRp0s+P79B/YfuMGefbeoVbMRfn7+LFu+ghEjR34iDFNSUjh06BARERF52u+3ok27tvhpJ3328SeGSjp07fLd9mNtbY2ZmTEGBnocPepN506dMDAwZ/qMTUilEh49evnJmLCwKDw8NqZ3BoqIiMHSIve1Wv9MlSpVWLRwIZ07dGTWzJkUK1YMv/sBeMyezanzXsycOYubN29+0RoavjJCHv5+PE4BNwBbwApoiTqZpQKwFxib3QQacajhm1C3bl2CgoLwmL2dTVtOolQqAbh+4yENG7jmac5Xr17x8OFDBg9wo0GDBsQlJnDqzCkGuvWne48ezJkzhydPnnzNy/jPMXvOAnR0tBkztBlTx7bBPJ8hxkZ6RD9bxNNrMxg/tCH5rQ3p2HU6u3adITkhjvadp5OSkpphno5df2XI4J9o0KDBZ9fS1dWlWLFiJCUlUKxYQbZtO4mOtgw7g8ytTxZ6Mpb9ryALatlncAPra0mQSCT0KJaPihZ66OhqcevOsxxd7yrPYeQzM2LT6U/FQnbI5QrGrPQjMDiGs37hAHTzuE6hIg4c2T8jy7EhIREcP+lLny61SE2Vs337Lo4cOc4sj9mZlk/x8PBg+LDBlC5VnHbt2rHjB/sx9IvHLB5qJfGOTz1VSkReJUbTokVeDCB5w9LSktDQ8PTEqukzZnDq1FkeP35Ks2bN2bDhWIbzPTw24ujYkvPnbrFv7xzS0hRcuRqQ53qtHz58oHatWoiiyBh3d/oPdGPuvHmULl2aSRMncfzoMVSiiFyl4NiRI198vRq+IhIh938/HnUAJeALPAD8gDeAvyiK84H/CYKQpftO41bW8M1wdHTk/HlvypcvzwC3OTj8Xv9u2tRyuZonICCAbh068fD5Uyz0jTCQi39kpPHq7Vt0dGHSmNYEB/pQt+5C9uzZT/ny5QkLC8PGxgZTU1MSEhK4f/8+8fHxpKSkEBISQt++fdHV1f1GV//PxNnZmaNHj/HLjKncvuOHS+1i7Fg5DplMSmFHS6aNbc60sc3Tz3/4JJQy9Wby7Fkw5cqp2049fx5M4MtQhg4bBsC9e/eYPG40KclJyOVyROBJYBBpChWgwnPxT/To7sq9e4HUdRmOQqVClodYrAEX3/BKrsJIX5e0NGWOxhw4fIWo6Hjm7n7GyA4lcrWeSgRLc0Py57dCSI3n+sNwfO6Fc+PSVLS1tbIcq6UlRS5XsOvQLSws8mVb82/KlClMGdOCnat7sGDlBWxsbHK112+NlZUV8xcvYrH7ZLokfPqZkgjCdw0lsbKyIjIyGoDWrVuip6e2BspkMjw9l1G2bBm6dGmIo6Mda9YcYP36Q5iZGXPv3k7u3n1KPefBmJnZMmjw4Dyt/+u06Vy7fj29Hegfgl9HImPFyhUZzi1ZsuQXXKmGr0re6xz+UIiiOBdAEIQXwGvUJXG2iaK4+vdTPMjG5qmxHGr4ppQqVQotLS36dHfB1bkMdrb5mDd/Pu/fv8/xHO1btsbpeTQTKMzwJFsS9WGye2sAqlcpymPfOXhM7cTKhb2ZMKIp9evXx8nJgZYtGlGmTEk8ly6lZcvmNGjgwvw5E2jdujVDhw7lw4cP3+qy/9G4urric/EKrVu1okQRG0oUVQuRqOgE5i8/w/Z9vunnFrAzRSIR6N57FrNmb8XAtAnFSvdAW1vGq1evUKlU3Lp1i+Tgh4wrl8Qv1ZVMqJiGoFIQGxuHoaEePXs0RiqVYmVlSqo8DXnOdF0G3ifJ2fMymkWjamBjps2k6VvIrgzXqTO36OO2mInjOpGYnMYvmwOQyxVUG3oe247H2Ov9aXbtxLV3aTrhIjHxcuqN9qFECUfWrxzBi5AEGk+4zPAhbShT2jHb/VpZmfH84SZsbcwZNmx4tokJRkYGjBvemKoVHfF/8CbLPuN/Fz179SJUlUwMH8NGREQu6cSndzH5XgQFBaGvrxap7u7jMjxmZ2fH8uXLadv2Z/Lnb8ry5Xto0rgmHrOGMG7cMpo2G02vnoM4duwEpqamuV776NGjrFq3liKOhbC1VScilS5dmv79+pEmqt/cxQo5IZPJqF2tBh00hbF/LCR5+PtBEUXxpSiKSlEUw/4QhoIgmAKBoigqshqrqXOo4ZszbuxoFi5aCsBVr1nsO+zL0pXHePnyJYUKqWvhvX79mgXz5mFiZkavXr0oXlxdO/H58+cUK1aMaRRFgkAiCpZqvWbW5I4s/+0yYWFhJAT/9tkiwud8HnDwuB9mJvpMGNkMY2N9Zi44wpLVpzE2Nmbd2t9wbdw407H/dQIDA2nZoil1qtrRrH4JOg3cQJHCdoSEROA+pD7T3NUWRMcqU0hTqLC2MsWxgDkhodHUrFqEvUfvkpSUjFKpxNZEhycTyqbPvcwnGM87Sci0ZDRrUh3PJSOZPXcbyxbvJqRz7uuMDb74mpsKgSevYzA20ic6JoHwN7swM8u8bmFwcAQVaw7nZ/eOuI9qz9Yd55k2YxOta1jg/UROuza1WbT0AEXtjVAooV5ZM648jOJRUAwu9cpz5doD9PR1eXJ3LebmxniuPMyEKZuIDTuEjk7mbvHMuOH7mNYdZ3L16nWKFCny2fOMjAwICZhHYFA4XQZv4+mz3LvBvwe9u/fg/c6z1EIdY/qMBHwLaNG4ZVOUCgWey1ago6PzzfcRGBhIkSJFkEgkKBSKzyZ8HDp0iG7duhIddZ7x41fge/MFp0+fzXNh8a1bt9K7d29kMhmJiYloa398LyxcsIBx48ejq6XN85eB6OvrU6pYcfR0dDnrc+GrdIzR8IV1Dq0MRN/OubfkylbcybLO4Y+EIAirgajs6iVq3MoavjkLFi7B2aUhfnfu0LH3cooXVheVdXJyYurkyTzwv8fRUydRqtRZgp4LFzN42FBcmzSmc/sO1NazQZKs/qxfJYq0NCUF8psTERFB+TKFsuwu0dC5DA2dy2Q4NnVca6aOa42X933adWhHRETUd/nC+qdRuHBhbt7yo07t6uw86MuieYP5aWhrtm73YvL0DenisHu7qhw//wg/n5kZxnfrWAsjQ110dLQoWX08KpUq3UJmYaiFRCphkFtrVq4+SOeO9Zk9dxtHGuStQ8mB4ATWTa7LoLnXaNq4KovnDvhEGO7ae5G5i/ZhYqzP7TvPqO9cAfdR7QF48zYMVZqc/Zff88v0Pgzo24QiTrY8eRaCTCpw2ssPY0sb7u6aRckSBbj/4BWODtYYG6vdhYYGeuTLZ5QrYQhQo3pJPGb0pEaNanTt0pWevXpTtWrVDGJm3969WFuaoK+nzQmv+zRqlLeY3e9Bt149GXz0FDUSRN6RykFJGLIoXby8zmKRT4/+/fuwffuub76Pc15edOrkyvnzN7Gzs+X+/QeZFrPW19enYEFbmjYbjURiwJkzXnmyFoK6XV7v3r2xyGfO88AXGYQhwBh3d/zv+PEhLIy3b9/SsmkzpKkKdGPkHDp0iPHjx39mZg3fDQGEH9gS+KUIgtANqEU2rfNAYznU8J1ZtHAhY8epY9gsFDIMtXQxVgiE6agoXbsakZGRvLr/mAhlChIEumJH0T91XlCiYjehGJS14tD2UZiZGGBikvf+p5Wcp+Ef8JJu3bqyZs1aTeeCTNi7dy/Dhw8m7O1eAF68CKFM5YFIJAI7VvZmz1E/9hy+jSJiK1Jp5ndWC6fB7O1RCOeiaotMcHQKJeb6s3b1eCZMXEO3rg25s/ck51p83nr2OWode0GkIPBkfyfevE/AefAJWrT8H6s8h6Wf8/RZMNXrjcbaypQObevQo0t9Spb4KEQDX76jfPVhJCamEHBzJWXLFMpsqUy5fecZrTr+ipmZEQ/vrs/1/gECA0PZvusC23Z5I5Pp0KN7Lzp07Mi7d+/o1Kkdp3YNp3xpe5yqTuXY8bM/bJ3QtLQ0nGvVIfX+S8JlSoZPn0iTJk1wda3PiwcbKFd1GL9t2IqLi8s33UenTh04duw4EeFejBixiMKFqzJp8qeGkrS0NOrWrUPTJk2ZPGXqF8VF/jxhAvfv3+fY8eOZhgnMmz0bj1keCKlppAgizlJLasmNuEMMhu3rsXP/3jyvreEjX2Q5tDYQb3bLXV92AOnS2z+05VAQBC1gBlADdWeWyOzGaCyHGr4ro0aPJiU1hT179mJjYcl5b29sBB1CU1J4evQIXl5etGnTBilQFqMMwhBAioTmWLH0/isK5Df/rBjJKeZmBhQoYE1Kygfq1KmFt/fFv61X7Y+Kq6srSqXIXf8XVKxQhN5uCyhWrAC1a5Wnx/AtCILA/F+6fva1eP8hhqRkOVaGHy0p9ma6aGtpER0dj1QqQZGmRD8PL+WdsEQCwhN5d6YnUqmEQvmN2e3hQu3+R8hnZkTo+ygSEpI5cfombVvWYusG90y/uAs72RIauJ12XWdR09mdoMebsLQ0ydEe+g/xJCw8hjUrRub+Av5Yv7Ad06f0YNrk7tzwfcy2nRcoWXIaANtXDaBKBUd27L9B4cJFf1hhCKClpcVZnwu0btacUnZ2uLu7c+PGDQoWsMbAQJcpP3di7pxZ31wc6unpk5KSSouW7riP6cr8BfszFYdaWlpcv+6byQy5Z+68eZ99LDQ0lJ8nT8Zex4gYbRETiYzSSbrEkUY0CkI0VRZ+DAR+6BjCnCIIQnsgHvXVlEJtKTyYk9Z7f/AveBo0/JOQSqVMnjyFgIAATp49w7CfhhMqpmBnbYNCoaBp06bIpDJEoAGZ9zSVIkFPV5vW3RfTvpcn3Qas5OqNp7neS0JCCpeuPaJz50bs2+tBxYqO9OzZI73sjgY1pqamrF/3G64tJtGjzxz87wXifX4VQwa3JTU1jcTEFMqWsv/s+M07L1PYUo9Sth+FvlyhIi4+iUKOtkgkElJS5OhIc/Zj3z88icqHnzP00hv6+LymT8sSmBh+DAs4e+MtMpmUHbu9uXHzCTKpBJ/T89i+KeuOFMbG+pw7MRtHB2satZhMeHjsZ8/9M7+tGkmbljXp1X8+4eExORrzOQRBoGaNUkyd2BU7O3M6ta5K9441UKlUeCw9y+QpM75o/u+BgYEB5y76sHXXTiQSCQ4ODrx5q07+alS/Erfv+H3zPWzcuImoqCjMzOw46+XL8+fPWb1qFZGR2RpM8sT6dWuxsDBjzepVmT4eHa3OnB4+fSIHjx4hPi0VbSQcNIjhClEaj8WPxD+8lI0gCNpARaA60ABo+vtDubo5adzKGv52oqOjMTExSf/iDgsLo2ghJ/olWWFK5iVB3pHCRSIxQEYiCoINlGxY7oapiT7hEfHUql6UQg5ZF7Ct1mAawe9i2fDbZJo2rcX16/fp28+D0qXLs2PHLnR1dRFFEaVSSXJyMoaGhv/pTgYPHz5kwIB+3L17l6DAQ9jaWpCaKkdXvy6bVw6kd7e6mY6r32o2FbViWdCmcIbjdr/44zaoLStWHUBHRxudxAQmVLTGXFdGeyfTTJ/rmXdCWXg/gj6tSnDONxhzE122/epCofzGAETEJFOi4wFWeg6nS8d6ebpOhUKBc+OfSUxKxe/ashy/5vWbTuRewEueBGzA0jJvcWsAkZFxVKvzE0UdzTm9dxQAm3ddZd3O+1y9dvMf9x5UqVTkz2/Ljk3u+N19zsFj97h27fsUfn7w4AFly35MhDIyMmDB/IV5LlGTGX5+frg2qs+2lb3o5LaBq1evU67cp+W6UlNT0dHRQalUYm9jS9lIeKmnIDApmt27d9O5c+evtqf/Ml/kVrYxEG/2LpP9iX9BOv/mj+5WtkTdZ7ko0EMUxWx/+Woshxr+dszMzDJYdKysrHAs6EAYqZ8dY4suXchPS6zpQn5KJeny05jN9B6wmn7D1tJ1wMps170b8Iopk/vStKm6FVzNmmW557+VV6+eYGdnQ7lyZdDR0cHAQB97e1tsLayY4+GB6vfEmf8apUuX5tq1G0yfNp0KlXqza9dZtLW1GD+uJ0PGbmHDNp9Mx+nr6fAq6mMHElEUuRwYS0piErPnbkVHR4/KlapQ07Up/oWd8XgtZeSND5+UoklKU7H4YSTLxtVm+bjaPN7fmSsbWqcLQ4DFO+5jY2tOx3Z18nydMpkMnzNzCQp6z6Dhy4mJScjRuAun5uBQ0JpJ0zbl+T0SH5+Ei+s4rM0NOLl7BACxcUlM9DiC57JV/zhhCOruSfPnLaB522mcvRDIqlXrvur8e3btorFLfYYPGcrSpUu5ceNG+mNlypTBzMyY5g3LoqujjZaWlPHjx3L16tWvsvaDBw9o7NqA9Yu60rRBGWb93ArXRs5Ur1YJf3//DOf+kfQmlUrx8r6AdsNKvEyOwcfHRyMMfxT+cCv/S0rZ/IEoiuGiKI4BtgHegiAYZDdGE3Oo4Yck9F0otclZzBdAM9Eq3Wi+yvgdPTtnLw5+GujK+Akr2LXbi1Mnl2BoqE94eDRhYVG4ubWmfv2qlC7thIGBHoUcWlIpSmDj7MVc8DrP/iOHMDHJ+f7+LQiCwMRJk2nk2piuXTtzx+8pc2YPITw8hn2HfenYuhr7jtzE/34wQW/ULjyFQsHlF/G8iUrhbnACs86HkyIzYNKMWXTq3BlHR8cMa8TFxVGxdAmuvk+kju1Hd9v0W6EUdzSjb6vPF6uOT5RT0N4q08QCURQ5dOQa+vo6uDas9ImL+fadZ+w9eAW5XMHxU77Y2JixZcc5YuOS2LPt52yfG1EUKVfOkd17vUlKTmXH5uzHACQnp7LvwCVi4xLZuuMcgqjkyomJ6fsb/8shmjVrQdWqVXM0349Iz1696Na9+zcphP38xQvO+ngj+tznrraEX2VJbN2zK70jS7GiRejQsixtmlXAwT4fcfEpDB3ixr2AR3leU6FQ8OHDByZO/JmIyBjq1lSXoRk50IUXQeGs2HCet2/ffjY+tEyZMhw/eyGCBmIAACAASURBVJqYmJg8Z0dr+Bb8eG7ir4koinsFQaiM2oo4JatzNeJQww9JmVKlibr+EmtyX2ImUSGnuWvGm3JkVDymJgZIpRKUShX+918jlUpJTk7hyhV/9u+/QJ8+LejQYSI6OtqMHt0NGxt1zOPt24/QRkJ1zKiSJLLxii8rPJfhNngQVlZf1nv1n0qVKlXw9b1Fz57dKFq8MyEh7zE00MWhvDsN6tendu1GNGxeGIVCwcWL3sTGy6i0+BHlSpdgzMzFdOvW/bNWMGNjY2Z4zGXQuJHMq6zkengKgYkqzryOoWfzrGvBFbQxZPf5x8THJ2FklDGLffBPK9l36BJSiYCRoT5TJ3alXJlCbNjixcYtZ9DWllGskDnxSWkM71mVqOgk3oXbsuf4LUa4r0EURfz8A1k4pz81q2eshSaXy+nZfxHnve8xfVInZs7bz4DBS+jRtT7O9cpnOPf5ixAsLUxQKlXcuPmYcRPXExebgJWlMfltTDiwaUy6MNyx/wbe115x+87h3L5EPxzfqkPKGHd3Thw+QvzDNzRONaGUXIcenbqw59ABGjduzMhRYzmwayn7N/QHQKFQ0sltPUqlMs97+mn4UDZv2UJKitoiXrzWNGRSKZYWRoS8i2PB/Pm0bNky23k0wvAH41+SkJINM8lBR2hNzKGGHxJzMzOqxelQQ5V769xKk3csmd+T7p3UpZxevwnHsbw6dut/NUtwx/8lWjIp+eQyaqUaE0Ac8uL5ePJ4L06F2zFuXE+GDOmQPl9MTDz29s3onWiFGVqs1/tAWHI8JQoX4dHzZ/9IV9/XxNfXl3nz5lK5UmUGuLlhbZ23frR/ZZ7HLC6eO0PRUmUpX7kKjo6OdGjfmuXu1enWJPOSNyqViiLt9uHm1ppJ4zvjfy+QBUsPUKVSUX6euolnPu7Y2xozbZEX+089ISIqgfiEFA6t6079Wk7o6n5ap/C091MmLzyHqbE2CoWKgKfhtGpWndi4ROxszbl15znBIRGEhcfgMa0rE8d2YNGyI1y6+ojzF+/To2sD2repQ4niBeg7cBFXrz1A5/d19PV0qF3NiT3rB35iyfS985IWPVZx/vzFTGPYNHwkLi6O+v+rS+rzEFokmxCGnIN6Ufwyx4M2bdtSpXIFDm4cQJ0aRQgLj6NIjRnExsbn6bO7dMli1q5ZQqP/FWX5Bm90dLRom2pBCioO84Fz585l2VNcw7fli2IO7QzFm25lsz/xL0h/vfFDxhwKgmCGWudF/f5/fVEUk3I0ViMONfxoxMTE4FigIC0SjD8pZZMTdhAMhY15dntR+rGOfZbhf+Q+5mjjhD7F+eiu3KD/nv7jOjN9+gAWL96J+1hPDh5cQNu2H8tt1HcZjIlPMKmouJtPRak4Cfd1Ujh37bLmi/s7cvXqVdq0as6ltY0p4Zh5yaEjPkF0n3aRGVN68OucndStUx5vHz90dbWJvPdpJQe5XIG2ds6dKHNX+TBp3hm6d3MlIiKWRg2rYGVlRkqKHI/ZW3j1cHX6uUFBH2jfcyGh76OIjk6gaBFbrp71oGKdsSQnpvDu0aJM13j1JoJazRewdu1GWrZqleO9/ZeRy+X07tGDwGM+NE8xIxI5B/Wj6TdqOCVLl8Jz8S9cPjoKmUyCWbGx+Pvf/ySk4XPcvHmT+fM88PPzQ6lI5dKR0TgUMGeQ+w6OHPZjSLwdT0jgRn4pj1880/Rs/xv5YnE4KA/icMYPKw49gMKiKHYRBKEBMBloJIpitiU5NG5lDT8Up0+fZkDvPpRM08uTMAR4qyWnlKFehmOFHCw5LU3DSqmdQRgCpGkLFCmiLsUyZkw3LnjfZsGCbRgY6HHhwm0iIqLx9rlNIakBUVoiigQlNRUFkAsi+/fu1YjD70jt2rUpU7oES3YGUK2UFe+jkihkZ0RoeBLGBtpY59OjdgUbxvUsw7SZ2xg8sDVLFg5jpsdWdu06lemcuRGGAB2bl+WXpRfYsP7nDB1RIiNjGTFqKa9fh+Hwe6Z8oULW+F1ZkGH8lWuPiYyKJ+j27Eznv3PvFe36rmPy5OkaYZgLtLW1Wfvbb5QoXAQfRQz/U5jQNcmctUuX0blfb5JSpVRvuoBtK3oxemB9evbowuUrNz47X1hYGPfu3aNRo0aM+GkwrRs54DHWjSKFrJBKJYS8i2bL3msMTVUXUy+OAY8io5gxdRpzF8zP9f6Tk5O5f//+Jx1yNHxHBP41MYeCIJQFmgHNBUE4CqwFzgHLgaHZjf/3e9c1/GOQy+UM6NePsmEqXFNz505+SgIBxPGAeJzS9Hj8NIRnL96lP+7Wy4UEZRq+kk8z+G1iRDZtOo4oikRHx+HoYEdAwDMaNx7O/HmbOb35LMb6BrxRJhKbkoSr3AwtJBRL02XDuvVcv379i69dQ85QKBRcvOLLpQfxzNj0kDlb7jNlXQBT1vgxZX0AIzz9KdBiF1tPvSItTcGMqb1RqVQsXb6f2eMafpU9RMcmk5qaxs5dXhmOm5ub4OJcmemzd2c5PiExGRNjffKZZfyRolKpWL7+Ak26rGDx4pUMG/7TV9nvfwljY2PuBNxDrFaUc7qxGCKjc5I5d9fsQfYsjJcvI6jbegn5bU3wvXmHe/fuZTpPamoqpUqUwNXVlQL2toQEv2VIn3r4XH3Gqk0+3HvwlrnLzmAp08Pk93JbAgJWqRIu+vgQHx+fPtfr169RKBQZ5lepVMyeOYsVnp7px36dPoPq1aszZsSI/2xFhB+Cf0G2siAIW4BRQEdgNmoxOBk4D9gJglAzuzk0lkMNPwQKhYKVK1cS8u4dpbDIPlr2T6gQ2UUoOkgwkmqjUKkQRZFNOy4xc3IHlq09w/ot3lgZGjIgweaT8bXJx/abDyno0IqQkHDsDIxxSJSixIDqmOKkNIAkUCKiRET797tBAXQpFp7EqCHD8PX/9oV9NcC1a9eQSCRMndCBO3dfcuTETQJ9Z9B54G94XXqGoaEeJ47M5c7dp4SERmJiYsjr1+9JTZXT2jX3bbH+SlKSnKZ9tjF4UBt69WyS4bGUlFT8/Z8xaWzbLOcQBOGT9/fLV+H0GbENlWDI1au+FCtW7Iv3+l/F1taWfYcPUdjBkdoYYo42DRVqC+99eRyXzOSs3uZPIceC6OnpZTqHt7c3OilK9HW1sTLXxtLcnJpN5xH+Lg5dJEwRFOhLtWiQaJxhnL2ow547flSvVIW7DwJYsnARv/7yC/r6+lQsVx5b+/zo6Ojg73eX2wH+dGjTluEj1Z11vE6eoiEWbP5tEz+NHo2Tk9O3faI0fMq/wHIoCIIM+ABUAuwAH2AZ0BU4CPRDLRSztGpoxKGGH4LihYuSFhFNbcy4IkRzW4yjAzYoECmALpIs5GIS6vCJVFRMVBYE4GDqO5atPc3azecR01RUStSnPTZoZfIzzxJtBiXYcDMhltY4YJnwaVICgBQB6Z/2oQIi9KB6eY1b+XuRkpKCvr4OM+eq+9DWq6EurL1jVR827rzOoHE70daW0adX0/QxIaERGBpkLgJyi/uskxQubM+qFe6fuP5Gj1mOnp42wwc1y3IOQRD4cyT3uYuP6DF0M+PHT2TkqNHfLKv3v4SlpSWujRpx/+g1avIxNrUsxrxLiiUiJpEde/d8VoS/ffsWe0GP9sn5OPYgHIkqlnwIdMQO6WdMRXJUHNaNZtiwUZQoWZJ9+/YxccpkrHUNiUlI4NzlixnOL1W0GFt37kj/v519fnwfPydJoUBbO/N7kIbvwD9cHIqiqADGC4JggtqVfB3wB6oBi4BgwEIQBC1RFNM+N49GHGr423n79i0fPrxnaGp+DJDSQDRni/QdO1ShpIpKrAQdSmBILdE0U3H3mmT0BfW4P2iHLbHJaUQnp2GHbrq173PoI8MZ8yzP+SuvSOJBciTNbaxZtWoVFStWpGbNbK31Gr4Avzu36dmhBivndspwXCaTkSpXkD+/JcWKFcjwWGRkHFl0zcsV/o/e065j00+E4b17z9m24wwPfZdkO4cgwB/q8Kz3Q3oO38LevQepVy9vHV00ZM7kGdNpcMEZk4R4SmGUfrxRqjF7gsM4cugQVapknkNgY2NDgkzEHG36qPLnaL1I5FhYWrBg4UIA7G1tAdh65ABWVlbo6OgQHBzMtWvXqFSpEvXr189guazfpDHHzpxm9qzZ5M//cU1RFLl79y6bN26kavXquLi4YG//+XaVGr6QH9BNnBdEUYwVBKErsBMYIIpioiAIUwBzwPV3EflZNOJQw9/O0kWLqaA0wgC1xUSChL5K9c0xDRWrxddcJpJHQgJuYgFkf7Ei2qKDKEIiGROwTNBKjwf6FjihtkbemL+BMzoQoi9SuWJFipUsQYvWrXFxcUEm03zEvhZyuZwNG9bx28J2mT7esVUlps0/ybHj12jVUl3GSBRFjp24RpGCX6ee3NOXEVStUpK3bz+gUomoVCqSk1M5c/Ym+no66Yko2SEictv/FT2GbubQ4WPUrl37q+xPw0cqVqzI+Us+ONeug22yLmZ/ig2MkaoI8L9HYmIiBgafJr7Vrl2bUGUS4ehhmYNaqypEnkmS0dNX10Z9//49Ie/fY6Sty53bt7lwxosrN66TIld3fcqsCkifPn0YPXo0b16/Tv/x0aZ5Cy54e6OFhNLJOlzeso+hafEsWbGMAQMG5Pm50fAZhH9HEWxBEBwBT6A96vYQKwRBEIFSqGMRuwJenxsP/xqNrOGfSkBAAIs9l1JBkXlmshYSCkoMcEAPpSCyRnhDyl9EYD60qY0ZT4UclW/6aggIlMUYF8xpkGpCZEw0aT4BPFi9l0Htu2JrYcmon37i5cuX33Vf/1Y+fPjAh7BwqlV0zPRxGysTypeyxffWY0Ad9N+jtwcHDvqwcErTTMfkhrCIBOLik2nTfiJFS3ShbIVeVKjclzr1huExeyvJyalUqjOWp89CspyneNH8REcnUKvZXDw9V2iE4TekYsWK/DRyJJf1MrZA7J1ixa2T5xjcP3OBlS9fPubMn8d23fAs23j+wUXtOBLK2nPsjDoj/syZM1Q0tKa33AbPmXN5ffk2BqKU5o2bcPbs2UznMDU15cOHD3guW5Z+rHTZssjT0sgv0aM2prRJMKVZqil7tm7PMPbSpUuMHD6c0SNHcunSpUzFp4Yc8i9ISAEqA1N/tw6WBeYC84DeQFsgLrsJfszL0vCfwcrKCplUihYCKj69od0UYnmkiqMZVgxVFQABLgsxyFERRBKRyElFRRoi0r/xfmiEjDFiIf6nMqOuyoze8eZ0jjXlzurd1KpanQ8fPvx9m/uXUKBAAVwbNWT+ynMZjp+/9JgGHTyRyxVExaaQz0ztQly7/hheXjd55jOaquULZDZlrvhp2lGcnOwYM7orIBAXeYrYiJNEfThGbORJgp7v5v/s3XdYU9cbwPHvTQh7KaCgiKJS625VFPfee++992qt29bR1tbWVbdV696r7lW3uHDhnigqSzaBQJL7+wNH+bGR3fN5Hp5Ccu+559JI3pzxvm5VylGhxje07PQjoaEJf1hRqzXY2FhRvHhROnfp8tn9EpL23eRJvDTS8pLIj4+ZoKQLBdi/fz/fz5jBixcv4p03ZNgwWrZqFee8xIQaSYybOIHChQsDcPzwEWzDddhiSP+o/EQaKWjauR279++jYcOGibaTL1++OOsN5/z8E8+8XlCmWV3mK734nkfsk/y4ez+29F9YWBgNa9elY9OWeC7Zyq1Fm+jarDVlS3zJ0qVLuXLlSryd0ikVHBzM3bt303RujiZJqf/KZmRZ3iXL8u33P26QZfnhv77OybJ8Obk2RHAoZKmgoCC0Oh0LeM6N9x9m9Mi8IpK/JT9Oyv50owA2GKJAQRt9Pq7KQfzEE7ZLb1nJSxbwnCsEk4+sXcRt/n+rNOwwpIEuL36BAdjb22NqZEztKlX5Ze5cLl68iLu7O+fPn0ejSX5kQoj1+/zFLF13gbOXHgNQs/V8mvdYxqlzD7ByGc/zlwF0bF8HWZaZ9eN6vh9bl7zWpsm0mjLnr7/C3z+IH2b+iZFR/OUKtrbWLP1jLNcvr0ITI+H45SDGTVobJy3JNY8n1G85ixEjxuPpeT9eVRQh/VlYWLBs1UoOmoYQwadAyQoVbSPzcmj2YhrWrktUVFS8c4t9+QV3VJGcIoCrUgga9Dwm4uMmuA9CJS329rGZEF6/fs2u3bupgBXnjcOZKz2jSpQpB/bs5dWrV/Gu4e7uzq5du3jx4gWTv51AiSJFcSlUhFZNmrJlyxYKFCiAc/FiaHRazJUqnA3MCQ0J5bdff6V7p84EX/ZkkDo/tbChNjYMiLCj7ONw1n3zA3Xq1EKlUjF16hSeP3+eqt/b0KFDKFOmDGXKlMbb2ztV5+ZYUhq/silJkgxkWV6RpnNFhRQhqx08eJAWLVrQG0ecMeVvhT935VDsZSMaY4sD8asNRKHDGCU69MyTnhMp62iPPWWxTOAKWes+YRijJB+GvCKKF0ZafI30SBLo9DJ6U0PmLVpAx44dRfLbFDh29Ci9enXj0KbB1Gj5Gz/NGcTI4e0ICAjB0NAAa2sLNJpoTK0aE/10droFYNZlZhIaFsm0aQNYunQHAW/3J3n8qX88GDL8N/LZWXL+2GwAho9bjax0YsnSpeL/dSab+O0EtixdRQ+1bZwNajIyv6he8sL7Zbxa6W/fvmXPnj34+PiwZf0GvN+8oURxF54+e0Z+lSmNw815QSSH8EOtVmNiYoJOp6OIYyGsQ2KINJR4GuLPIJy4aKpm8NwZjBgxIs41PrwOijg64f8ugIjIuCPO7u7u5M+fnzYtWmJ59w2RBuCiNeamWTQaWUc3tQ0GiYzzLMvrx9QfBvLkyWs2bjxM4cJOtGnTjk6dOlOiRIkkf19hYWEsWfIHkyZNBuDu3buUKvX56aAy2mdVSHGykK98UyHV5ylHn81WFVLeB4VaSZJOAV5AY8AdMAb8ACdZlusl1Yb42CpkqZs3b9KiRQssUOKMKU+JwFMfwlDZiT44JhgYAhi/37ziTjCRsg6J2A0i2VFJLHDGFDMM+BJzmmis6R2al14heekbZkNdXyXf9htCswaNCA8PT77B/7hGjRuzbNkq6rVfjKRQIEkSkZEa8uXLg7V17JTy5q0nMTFJfiNBarRqWIIuXRpz5MhFSpYonOzx9epWYP3aydy49YzFyw7ywsuPbbsvMmnyZBEYZoGffplLpfq1OWgYhIZPo7lBxGBlYREvMITYnInDhg1j5syZ3Lp3Fx9/P27e8+Thsyd0Gj6A5dIrzppFYGdr+3HnsVKp5Pqtm3hGBoBWR+NGjdhh/I6CaomRI0cSHBwc5xoXLlzg27HjWL1uDT5+vrx584bw8HDu3r1LNbeqhIWFUaRIESZMnsQ5ArGsUY5DpiHYRymor7YguXTZJUs6s2DBOHx8DvPbb0MJDHxIzZrVmT//9yTXJlpYWFCrVm0qV66IoaGK0qVL/zfWMuaOkcMpkiStBGxkWe4LPASmAnNlWe4DTEyuATFyKGSpahVd8fDwQIOekkpLomU9hnroTIEkzwsmhvOKYO7qQ4hEjyEKJlM8k3qd/nTIHDYOJrqIHQeOHaFQoc9fI5fb/fjjHBbMn4d/QDAuLoWoUa0s3q/9ca1YgsVLdrFxQQdaNky/kY6+43fw104PCjvZ8+TBphTvRD946BI9+8wmQq2hd6+erFz1Z7r1SUid0NBQhg0azNG/D9JUbUkxzPBCze3SebnmmXC1lMTIssy7d++wtbVFluU4AX9MTAw2Vtbkk4z5+a8VDOzXn+Cw2GUzo0eMZMHiRYk1myRfX1/y5cuHt7c3E8d9w00PD7zfvKG8zpyKMWZY/192huV5/dmwbTYNGlSJ8/iLF29o02YCrVq1Z+bM2fGuc+rUKYoWLcrChQtYtmwZ9vZ2eHm9RqvVcv/+fezs7MifP3+a7iGjffbI4YSKqT5POfJMthk5lCTJARgB7AO2EpsEuwmfRg59gDWyLJ9Pqh0xcihkKT9/f9qQn4EUwlfWEEgMTbBL8pxrihCW8AJ/vYam5GM6xXN0YAixCbabR1mT70kgpVy+oPyXpWjRqHGCC+WFWJMnT8HGJjZ1yEsvH06dvMz9u49ZvHQXmxd1pLZb+laYqF25CEqlgnu3/0pViqLmzaqyYd1UChUqyPwFaQsKhPRhaWnJxq1b2LJvNwctwrlDKKFoMTRUEROTaD7gBEmShK2t7cfv/+3BgwfodToidTFoNBpu3/XEuXARTBQG6HW6hJpLkfz58yPLMj/Oms2UH2Zw9+ljbty9w1cDO7LG1I+ryvibUPX6+AM8RYoUYO/eX1i8+A/WrPmTsLAwPD09qVq1CkOGDKJ+/fpUrFiRBQsWYmRkSPfuvQgNDUWpVNK0aRPs7e2JjEx+o06OI5EbditXJ3ZXsjWxU8pngBDgGnAKGJ1cYAjZ8baE/5R+Qwbx0ERLQUwYpS/MaH3hJHMTRqPnuN6fFuSnL46UwxJFLnkZS0jU0FoySuNIxYfhBJ24xtjhor5uUiZPmYalpRl6WSYiUktktB6VSkWv8XtwcP2Jo2ceptu1XIrZYWFhiqlpwksdkrJn3wWGDB6WYE49IfM1aNCAE2f+4YajIWetNNy6cwdjI2MsTc2YMP4bvLy8Ph4bHBxMaGiymT/iKF26NPMWzGfkjEk0adKEQoUKcfrsGRYsW8LP8379rL4fPHiQ5atW8te6dQAULVqURUv+4Pqtm5xVhRJO3N3Jic3+FSlSgE2bfmD//k0UKuTIhg3rcXe/wooVq6hcuTTh4bH1oefN+50ZM77HwiJ2ycaHNZP9+vVJcBNPjpfDdyvLsrwT+AroANwAXgKjgDuAFtgqSVK35NoRGXqFLOX75i2vicQbYxxJvsSZF5EoJImysnkm9C5rGKKgMCZYywasOXMavV4vdrUmonr1GoSGRnDZfR2VK5eO81ybtt8yduZR7p38tPD++ctADp56gFsFJyqVS12ViXw2ZkRFRePrG0j+/HlTda6fXzBFnKPE/8ts5Ouvv+bpKy+qVnTl5Q1POsqFIRLO/bGeX3//jbbNW2CdJw9nz53j1WtvSruUoHHLFkycPAkrK6sk21YoFAwZOjTOY05OTgwaNOiz+/3u3TsAWrdpE+fx4sWLU79eXR4fusbXfOpfUkvDmjWrgU6n5/JlTw4fPkR4eDh79+7lwoVzdO3an379+mNpGXeT3+jRY1i9ejVbt27Hza0qo0eP+ex7ylayV6yXVmOJTXYdDSzjU6xXCjgJXEmuAREcCllqweJFVK9Vk8H9BtA0QkcJEg/6otCxjTcUUZih0OX+N1grVJhJKjw8PBIt8/VfV7RoUX6cM4c1a/6OFxxO/K4XDRoO5+J1L9y+LsTRM49pP2QzUVHRAOTNY864/lWZPDLJTXsfuTjbUauKM241h/HgznqMjFKeOmnW931o3GIC5cqXp1WrVim/QSHDjf52PPv37WPb/kN8oTHEOdoQQ/LidfAsERhSGiWdKYL3/RD2PVnBo4cP6TdwAEWLFuXLL7/M9M1FPXv2pGnTpvHW/Pn6+uIf+A6dUsuHTDsSxEmlBBAYGMLZszeoUqUMDg62mJgYoVAYsGvXHszMzOjevTvdu3dP9PrGxsa4u19m48YN9OnTN71vL4tlv5HANNIDa4ALgC0whdiXw1pgIxCYXAO5/x1WyNYkSaJTp05s37OL02ZqdAkkwv7gLrHTHD10SW9WyU2sFCp8fHyyuhvZWoeOHdn/97l4b4JubmXp26clzftuwParOTTvs461a2YQE32JVy8P0LxFbeatupiqax1Z3wdttIbtO/5J1XllyjijVkdRtmzZVJ0nZLwuXbqwcdMm1u3eTq3vBuPtWghdpeLIpZw4bxTOC3OZq8Qm3i8fY8rFA0fp174LtSpV4evSZTh8OLYqilqt5q+1a5k9axanTp1Cq9Vy9uxZtm3bhlqt5sqVKwzo3z/ebuXUUiqVCW4GGTdyFK+v3MEEBSeVgTwiNvPBh4FDrVbLoEE/4uzchsWL/6ZUqc40bDiCihVLMmRIa2rWrJ7ipNc2NjaMHj0m2RHUHCl37FZWAsOInUoOBy4D/YFtQAsg6TxGiN3KQjYhyzINatch5spD6msS/oMTjpYFPKcHBSmSTdPWpCcdMr8ZvuTlm9fY2NhkdXeyLbVajb19fm7e2EDRonGnimNitFy4cAtn5wIYGxuSP/+n3+PKlbuZOGkJ1/YPxtkp6Wnix8/9aTd4KwFBaoKCw4mO1nLp3FKqVC6VopGjmBgtxhYN0Wg0ot52DvLu3TsOHTrEpfPneXTvAcFBwSgUEk9fPMcSA16FB+NaqRKHjx0lT548cc6dOnUqs2fH3wkcFBSEhYUFN2/eJDQ0lMOHD/L06RN2797H/v37aNkybSPL9WrW5q23N/YFHKjbqCFrV64mOCKY1X9Oo23bujx79hpX1z48e/acPHnyEBUVxZAhg7CwiGbx4m9ZunQHW7acY/v2nTg4OKSpD9nBZ+1WLmIpX5nimurzlINOZZvdygCSJFnLshz8r5+rA6GyLN9JaRvir5SQLUiSxLbduyjqVBhXTLFMYFOKOQY0kOzYxlu+k4tlQS8z1wvUODoUEIFhMs6ePUvhwg44OxeM95xKZUCdOgmnpggKCkOtjkpRBZX+E/ZSzMWJleM6UsAhL2O+XUmT5t+iVCro0L4uVSqXpEuneoluVjEwUFK6VDEO/P03bdq2Td0NClnGxsaGnj170rNnzziPx8TEcPr0aZycnChRogS3b9/GQKmkeqXKVKpWFUmp4N4dT2rXrEnRws4oDZS4VnWjRo0a+Pn5UfqLErzx94vTpkKhoGTJtKdeOnXuTJyfhw0fTmXXivToMR2FQoGVlQWVKlX8GMQaGxszb97vVK5cCUfHv/jmmx4cOnSJAgUKsGfPHlq3bv3fzMeZC+ZTBq8U6AAAIABJREFU/x0Yvv/5QmrbECOHQrYyavgIPFZtp2FMngSf90HDcrywUKjoorfnAsE8k9RM/L9gMQY9Z3iHLxpUkpJOcs76JBxEDBtN/FmzdZNYo5aMiIgIChd24trVtRQpkvIlB7dvP6aKWx+2LOpE68alkzy2VsdVVHAtx8J5g+M8vnP3OTp2/xGAwoXtefZwS6IbTnbtPsP8xYc4f/5Sivso5EzjRo9hwaKFyECNym6cu/zp/3nFcuV5c+chkSYGuJT+kgoVvmbQoCFUrJj6/HopFRQUhI+PDyVLloz3nLe3N82bN6VUKUdatqzBypV7OHPmOqNGjWTWrNnxNqRkd589cji9cqrPU/Y/ma1GDgEkSdoiy3JXSZKsiN2l/CGYk2VZTjYPUS6IkYXcZMKkidxWhhNBwrnA7DFiOi44SaZs4DV+UjQ6+dNaMz16zvKOJYYvCLHRUN7ZkNcqdYJtZVeBRLPJJIBpc2aKwDAFzMzMGDxoEN98uzhV55Ur54JWq2fVNg/2HLnLU693iR5rpFJgnEA95Q7tanLl7AKMjFQolUqmfb8m0TZat6rOhQvuNGncOFX9FHKe3xcu4I6nJ4P69KNu/bgbnlyKF6ds7ars2LeHq1evsWLFqgwNDAEuu7tzw+N6gs85Ojpy4cIlSpWqyt69HoSFxabCWbRo8cf1lP8puWPNIcCHKaenwFngHLF5Dw9IknQ6uZPFtLKQrTg6OtK1a1cubjpAw2jrBI9RINFRlx/IT6AczRK8WKLwIlyKwUxhgJEhLKhYgG7F8/A0NJrDr1KXoywrhaJls0kAM+b+yIiRIsdhSk2cNJl8+ZJOnp4QhULiys3XvHmn5cmTV5ibqpg2qi7tm5Yhn+2nnfNv/CPo9kX8aWuAgKAwVCoV3bs15djxi8xhwMfntFotGzYd486dZ+zeew6Ao8eOpbqfQs5TunRpVqyNXw1n6+5dqW6rXLmy3LnjycTvJjB9xvcfS/WlhFarpWmzZgC0a98BY+P4Sx/Mzc2ZNm36x589PT0JCwvDzc0t1X3N0SRyy27lf7sB/Ers3Y2XZbmRJEk/J3eSCA6FbOeHH+dQYus2XIlfDur/WaGiCXY816vxR8OvVfLRvog1diaxL22VArR6GX802JG+tXYzwhnjMPoMGSQCw1R69+4d1tapn/7SRMXuVr558yF16w3Fxy+UReuvM+23kwzpXolDpx8zdUQdgkOjyJvHIsE2Nm4+RfPmNfjqKxcW/7ENE8uG2NpaY6gyIDgkHCNDFS4uTkyf1o8aNcpRp97oVPfzw/Ke/+QasP8wWZa5ePEijRo15s4dT44c2cPmLZuoUaMGpUuVITQ0lBs3PRg1cgzNW7RIsI3jx49TqWIpwsIi2LplC336Jp9+pkyZMul9KznGf+GfmCzLydZWFsGhkO3Y29szbMQwji1eR6uohNcefqBEwhVrXLFmidELtDIfA0OAwuaGjCqbn6V3X1FGa4kzJnyBWbasqvIMNV5GWqb/8H1WdyVH0el0jBw5nG5dUzddGxOj5fbtx8iyzKtXvoSEhPP73EGMGdmG2T9v5ejx69jmy0fvcbuIUEfRrc9cnArl4+r5hVhYfNrEYp/fGo/brzh16holSjixf+9crl17gK9vIC4uhahcuRSGhrEfcoKDwwgLC49XizcpsizTvn0b7GztWLFydaruUci5oqOjad2qBU+fPsTY2IjePZqwYN5gvF76cv6iJ9euXyBPHnOsLbWMGj0i0eBw8+aNtGvtRgEHG5atWErPXr1QKpWZfDc5SA6PDiVJMid2CjmvJElprisrgkMhW5oyfTrr1/3F06gIipGykmPW0Sou+KkZ8a8Nf5Ik8VMleyrZGLPiURDH/f05pQvETWtFBRKets4Kj4nggEkwu3fv/1imSkiZ6dOmEhn5jp9+mpqq844fv0ynzpOwtDQnOjoGIyMVefKYI0kS0yZ1ZdqkrsiyjOfdFwwfs5T795/z8JE3L1/5U7pU4Y/tHD1xk1q1KmJkbIi5mQn58uWlWbNqCV7T2toChUIiODg4XuqTxAQGBnL8+Any57fh0KFDNHs/RSjkbt/PmIG391Pu31oZJ5iztjanfLnYDXgXLnoyaPgiBg0cnFgzPHr0kNbNmtGuTQ1++nUHN27cEEn1k5KzY0NkWQ6XJKkBcBTYCuQBehF7Z8UlSZr5/rjpibciNqQI2ZS5uTmLly/jiEnK1wtGGupp4JBwINne2ZpjjZ150qkk/cvk4YJxIAuNnrHK8BX+RKdXt9MkBj17DQNYuW4N9eqlrFqHECs4OJglS5eyccP3H0fnUioqSoOVlQUTx7dnzfLRbF0/kdYt4q6xkiSJsmWc2bNtGs7OBXEuYo+x8afrBAeH8/jJKyZM6Em1quU4fcaDBQu2JnldExPjFNekdb90iYED+1O/bkWmT+7GiuVLUnWPQvYWHR3NyZMn6du3F/369ubt27cAPH78mIWLFjJ1YtckR/kOHLoMkgkTvkt8ltDL6yVVXL9EoVDg4GCDt7c3r169Svd7yRUkCRRp+MpmZFl+R2wVFDdiA8SGwA5gILGbU9yTa0MEh0K29dVXXxESHUk0+uQPBmQJzA2SfklbGCqZVdGeJx1LcrhxUUrlU3EcvyTPyWhBxGBnY0unTp2ytB850b59+6hXzxV7e9tUn6vV6pBlmXp1ytOqhRutW1YlTyLrCm1sLLlyfiHP7q+lWNECPHz0itHjl+NWexxGRoZUrzGAV698+GXuKCZPXcHNm48Sva6RkSFqdcp20G/cuJE9e/axdtV4atUox42bN1N9n0L2FBAQQN26dWjQoAGFHPTkt42hUqUKXLx4kXHjxvDNmA507lgn0fNfvvTjz7+OsW3btiSXKOTNmwf/gBAA2rSsTMeOHSlbtgw3btxI71vKHXLPbuUQWZa1sixPIbbW8ghZlk/KsnxCluVDyZ0sppWFbKto0aI0adSIQ/9coVmUNYZJfJbxR0OQVsOX1gknIf5/FoZKKtmZUs/BjLl+/mTl4KEKBdExMVnXgRzs/Lmz1KietpJ0scFhbILqlNLr9Tg49yAkJIJq1coybFh7GjaozKLF25k5azXt2tajd68WjBu/iFMn/0iwDReXQty4cYNixZJO5L550ya2bd+Cx+Xl5MljgYWFKf7+7wgICMDWNvXBsJB9qNVqunfvQtHCZuzfsQsbm9jNVCW+KEjfPt149NiLr8smXt8Y4NFjb7RafbKj0NbWVgS8Dw6HDGyBa8USeL8OoEGD+gQEvBObnP5fLvl9yLLc8V/fb5Yk6QaAJEl9AHdZlh8kdb4IDoVsbcvOHfTr2Zs1R47RSG1J0UTK5r1Fg6FCorxNylM8AHhHaAmPSTinYmYxQCJKk7JpRuGT6Ohodu3eze1bG9N0fmxwqEepTNkEio9PIAOHLyQ0NIL166bRpEkVLC1j090sWzqBe/e9MDMzwcWlEO7uCVep8vUN5Pr1+9SqVSvR67x8+ZI/V69i0+a/OHF47sf1ZUuX7ycqSsPff/9N3xTsOBWyp8jISMaMHo2JkYY/V0yOsxyiT6/G9OmVso1VDepXYMmCoTRr1hjXSpX4dd58SpWKW2ElODiYe/ceUKniF0DsqHW1qqUJCgpDo9Gg0+lyVTnHz61bDWTnkcAUkyTpJvCST3djAMx8/70hcBFIsmZosn8VRYUUISuZmpqyddcOlm9ezwm7aPaaBBFC/FE2JRISEKlN2RT0B+2LWGGkVLCeV2zCm6NZMMWsQY+JceqCWgGePHmCnV0eHB3zp+n84sUdiYiI5P6Dl8ke6+n5gi/KDcTA0BRbW2v69JuNQ8FWdOs+g5evfAGIVEehUilZumwnZmbxR7B1Oh2jxyykX99+5MuXL97zv8z9mSaNG1ChQnmuXzvF2RPzPgaGAPMXx+bHq1Yt4c0uQvYmyzLfz5hO2bJlWLV6NQP6Nk71Otn/17VzPbweradpIxdq167B6lWr4ixZ+Oeff3CtWJK8eeOmecqTxwLnIgW4cuXKZ10/u3j27BldunRK8SavRH3Ic5jar5Q0LUnjJEk6IUmSsSRJByRJuiVJ0gYpVooeS8Wd+Muy3ApoJ8tyS1mWmwJhkiR1InaeLNnYL9kDxJCzkB20bt2axy+e03h4H1ab+HLUMIjQfwWJX2BGlE7GMyh1I3A17M2YXcmeDuUtKVvEkPuG4end9WT5oqFc2bRNjf6XhYeH8+jRc0qV7oKZeS0qVurFli1H2b37FDt3nmTbtmNs3nyEDRsOsWvXKbRabZzzq1Urz8TvetNrwO9JBojbd57Frc5YOnVsyJ7dv/Lq5UHUEec5dHABfv4hlCrdFR+fd0yd2oely3YSHq7m9D+fppRlWebEias0a/4tvn4aZs6aHe8aQUFB/DBzJgP6Vsfr8UYO7J1FgQJxp45rVCvDr7/+SokSJT7zNydkhZUrlrNk6WKePn3G2FHtad60Srq0a2JixIihbfjn6FxWrVpIkSJOHD9+HFmWWb5sCT271UnwvD496zNoUP8cPwD04MEDNmzYwLZtOyhUyPHzG8yANYeSJBUGer//sQfgLctyeWJ3EjdMxWMp9eF/6jlJko5IkrQf+AOoQmxw2DTZPovaykJO4+fnx4+zZrNm9Z+0jLLGDAM24c1X+U0507xYmj/Q3A+OovLeR3yts6IRqa+2kVb/SIHUnDyYWbPjBw1C4iIjI2nVqiW3b9+kadNqPHv2muvX72NlZY4sy8gy7/8ro9VqMTExpn49V/Lnz4OtrTV6vZ7zF+5w+PA5zMxMMDM1ITJKg42NJfPnDqCK65dc83hM554/s27tDDp2bJBgP2xsG3DowDyqVCnN1av3UCoVVKjwJQAbNhzmp7mbUCqNGDF8FL379EmwQsXkSRPx9bnDnyvGJ3gNf/9gipXszf37DyhYMOFKLUL2Vq9eLcaPasy9+160bV2d4sUy5v/j/gMXGTxiMaCgYIG8nD3xK6am8V9zsizj5NKT48dP8+WXX2ZIXzLa3r176N+/H0FBIfTv349Vq1Z/Xm3lYlby1bnVU32eouNhLyDgXw+tlGV55YcfJEnaC6wExgF+wC5ZlndJkjQOsAMKp+QxWZYnpaQ/kiRde3+tD78HCQgG+gE6WZbHJtdG7llsIPxn5MuXjwWLF1Gjdi369uhJtEaDLIFGlpBJ+5KRktbGHGhclBbHnlFXa4MqEzbz65B5bqpjrKtrhl8rtzExMeGrr8pTubITc+YMR5Zlrl69i0plgFKpRKlUoFQqUSgkJEli/vwt7Nx5krCwCKKiNHHaCg+PRJZlIiKi0Ol0dOz+ExD7Brpq5ZREA0OILU+mfL+pxdW11MfzZnz/J9t3nGPZstXUqVMnyQ8tAQH+uL5fF5aQl6/8cHJyFIFhDnXjxg1u3/bkC5d+6TZimJhWLarRrEkVHjx8SamShVEoEv47JkkSJsZGKd45nx2pVIZoNNGYmppQuXLl9Gk0bW8gAbIsJ5g8UpKkbsAt4N77h2yAkPffhwIlUvFYSu0CKhF7NzKgIjY4HQ1MkCTpp+QCTREcCjlWhw4d8Pf35+dRE6irtWJPiC+eQVGUy5v29Xvl8xqj02feaPlbojCysaJVq1aZds3cZMCAQdSsWZ0mTapRs+bXVK6ceNmvpUu/Y+nS7wBYvnwnY8b8TrVq5WjUqAp2dnnZsOEgf/45LTa3Ydku/LXue2rUKJ9kmpznz1+j1eqo8PWnwC4oKJRhw3/n/oO3nD17PsH1hf+vePEv8Lx7OdHn/z54iYYNGiXbjpD9REVF0a5da/6YPxSX4ukw7ZkCBgZKypR2Tva41i3dGDduNL/9toCKFStmQs/SV/PmzXnzJjY3pKVl6stnxpMxtZVbAE5AY2IDPD1g9f45K2JHHM1T+FhKzQWOvK+jvE6W5T4A73csuwLrJEkykGVZm1gDIs+hkKM1bdqUCEOJwphioTOgx9nXKQrubr9TM/DcS6ofeobLgRcUP/CCOkdfMOemH3lVhpkyagixOQ5Lliwp1vamUYkSJVi9+k+GDJmbqrVTkiRRokRhTp1azsSJfenfvzWnT6+kWLFCFC3qyJw5wxg+Ym6yOznfvAnA3Nz04+iMj887GjUZj7V1kRQHhgBt27Vj+64zREZq4j0nyzJbt5+lc5euKb4/IWu9evWKU6dOsXjRIqpWrUztGqXp0qluVncrnlkzetO2ZVlat25Gnz4902e3byaztLRMn8Dwg3RecyjLcjdZlmsAXYDrwLfAh0969YB/gJMpfCxFZFnWA+XerzVsIknSfkmS/gYcgBqyLPdIKjAEERwKOZy9vT2hGjUKJFTGpryNjCG5EEGv19Po9GveODnTcnAb5s0fzuIlo3GuVZFF9wMw1WTOPwsteq6bamjSKuGaqELKtGzZiqgoLZcve6b4HL0+6drGI0d2pm5dV8qU7cKbN/6JHufomI+goE9VfGrXHUnjRq1Yumx5qt6wChcuTHi4Gp0u/m57jxuPidHKVKmSsdORQtpptVpu377NiRMn6NOnJ6VLl2LmD99y4/oRpk1sy9pV47K6iwkyNjZk9Ih2PLi1GnOTcIoUKcytW7cy7HpXrlxm0qSJeHt7Z9g1Pk8adiqn/oP9JqCgJEm3ia1icjIVj6XsLiRJBdx8v2P5jizLrWRZbgn0BwalpA0xrSzkaEZGRuj0enTIGERrKWRthEEy5Yzm3/XH0tqCQ3t/iLMep0WzKtzxfI7uduLBQHo6YRRK2VpuDBk6NFOul1tJksTIkaNYsGAbW7embNe3Xq9HkcTrRKlUsmnTLAYP/omCjs1wv7SGKlXit71x02EcHGKnnWVZ5uXLtwwZOizVI8G//jKX+nUrYm4ef0nEpi2n6N6thxhdzqZ27dzJtxPGI0l6DFUqhgxswuRvFvOFS+ZMIacHc3MT/lgwnNdv3jFr1g/s2LErQ15vjx494uef5/L77/PZtGkjHTp0TP6kzJZB/8xkWX4BfFi8/P8jApoUPpZSemDk++//HQyegwRywSVAjBwKOZ6BUokOmfrR1jwLisDdLyLJ46/6q6nqVjLBhdoN61dATcYnxY5Exy05hI3btoo3/XTQr19/zpzxSPHooV6vT/b3rlQqWb16Ko0auTF27O9cvXo3zvOvX/vx+++bmD4tNiG1JEmMHdOFKVMSr3ObkHNnzzLj+x+YPqVbvOdkWWbX3vN06twlVW0KGev169esX7+eLl06Mm78KNatHM3Te2u5f2slo0e0y1GB4b/9tXo8Hh5XuHw58fWvn6N79x4MHz4UvV5P167dmDJlUrwUU1lKIrfUVtbJsvz4/ffP//V4qCzLx1LShggOhRzN19cXYwNDDFHggDEqhSHrn4UhyzLj3V9TfvcDBpx7yVV/Nd9dec2gcy85GhBN21ZVE2wvJCSCIGI4yzsO4UsE6f+HS4/MDUIo7uycvmtl/sMsLS2ZP38B3btPJyAg6XVTNWoMYMqUpSlOQDx//jgsLC2oXKUPTZuNZu/e06xZsx83t75UdStL/34tPx47flwX1q/fhI+PT4r7vnTZYubOGYBrpfjpRK5df4ixsSmlS5dOcXtCxnN0dKR37958VcaK21eXUatmuazuUrqwtDSjT48GVK1alb59++Dnl75FASRJYvHiJUyfPg29Xs+PP/5MzZrV0Wjir7XNMhk/rZwjiOBQyNGePHmCnZHZx5+Lxhiz64k/wy68YvfDUNyCbPB4FE3tA4/Zdj+EV48k0MO5C/fQ6+Ov7+rUviY1mlfEt5Q5KreCrDTzQU/qqq4kJgY9oWg5bhiMf2l71m3elC7tCrG6dOmKq6sbO3acSPK4K1c82bBhJkePLk5Ru/ny5aVwYXsAPM7eYnC/2Xwzbj5mZiYc+PvXOMfa2FihUChwd3dPcb/Dw8IpVrRAgs/t2XeBdm3bi9HlbGhQ/+ZM/LYLVlZmyR+cg4wc1pqNayeybt1f7NixI93blySJadOm4+7uTtWqVbhy5RohISHJn5hZRHAIiDWHQg735MkTrLWfPuM00OdhjTacvU/CGKwrhDkGuGCGhz4EO70hhTDhqwgL/vzrOK/fvmPTmm/ijCDVr/sV9et+BcRO6ZnatCUELXkwTFP/ItFxWRnKazN4FRmCuakZ5uZmnDl0ECcnp8+7eSGekiVL8fZt8ovdq1f/6mNd5KR4ej6hYcPhGARHM5zC2KmNQA2+RLEu+i1qdVS8BMOVK5fFwsIixX12c6vGwSNXaNO6RrznjhzzYOGiISluS8h4AQEBmJubMXfOgKzuSobIk8eC7l3r8y4wlH379jBgwACMjIzS/Tqurq5cvJjyD1GZJpcGe6klRg6FHO3BvXtYqmPXCEaj5yD+hOp01NPZYP6vzz4VsKIQsYv9bTBkRLg9F4/dpELVkcz8aTO+vkHx2pYkCccCtqwz8mGTqV+KRxBlZB4RzmHjYFaY+ODcrSnLdm8hICgQ/+BAnnu/EoFhBolNipui9dbJio6OoX69oRT01TEgygE7Pr1B5scYC2MTDhy4EO+8+/efERWV8jKOffv1Z8euM/Eef/MmgGfP3+Dm5pa2GxAyxMYNG2jdoirW1sl/uMjJBvZrhqW5lgYN6hIQkJoUezmZBJIi9V+5UO68K+E/447HTWzk2JG/M7zDW4qiNwX4iqRHbkxRMiLcnvL3o9kydx/Fy/Rn4ZJ9qNVx39Q3rf2WGTN78kwTSkQKgsNwtOw2CeKyk4rOP07kksc11qz/i/r162Nmlrumn7KjL774gnv3XiR7XHKL4O/ceUL37tMgSkdLOeFchfmC9ezc9Sn12O3bTxg4aC5WVla4pqLijYODA5GRGoKD49b1Xr/pOB07tEelStnaSCFzODo6cv+hd46vSZwcExMjtm+aTNXKTtSrV5t3795ldZcyXi7ZkJIeRHAo5GgPHj7E9v2Urx4Ze4UxRTFFSkE+AgUS5bCkT7QDvSPsmP/9ZuwKdWXpyoMfj6nsWoL2bapjqDLANJk21ejYYBpAgwHd8Hz4gLFjx+bYmqU5lZubG+7ud5J845ZlmQkTFn38OSpKw4oVu9iy5QharRa9Xk/nzpM4t+scncPyJtpOFHoKFLDlwoXbNGw0libNvqVQoa+5ds0jxcmvIXaEulfP7jRsNpGdu89w5OgVmreZxo9ztzJk6PAUtyNkjq++/hqPGw/YvjP+aG9uo1AomDunP/XrlGTEiP9Iyi2x5hAAKak/opIkybn905GQc8myjImRMeNinDBCwRH8eKfU0l+X8OL+5AQTwwLVa8qUK8rVc79/fHzJ8r+ZOmUtthoVPfQOiZ6/2ewdLfr34LeFC9J0fSF9FC9elO3bZ1GhQsKBuUpVBZXKgHPnVvP11yXo23cm+3f+g9JAgUavRalUglbP8IgCGCby+XmzRQAvYyJo1qwqR49e4Y/Ff9Cte3cMDdO2NlWn07F3717mz59HWFgY48d9S+s2bbCyskr+ZCFTNWrUkOPHYzc9yVHHs7g3mSMwMJQiJXrj5+ePsbFx8idkIUmSkGU5TRFbpS/yyleXJF5HPTGKRjuuJ1ZbOacSG1KEHCssLAwFYPT+DdyXaJT6tH2Kk5HZbxKKlaUl077rFOe54ydv4BCp5IkUQRQ6jFHG7wtafNDw6/zf4z0nZK62bdvy999nEw0OASyMjDl9+jrffbcYjyv36K62wwYD3qJBi0whjFEkEhg+JoI3ciS9ejZm567TRESocataNc2BIcTmVGzfvj3t27dPcxtC5iherDjHj59gz/bvs7ormSZvXkuMjFSEhoZm++Dws+XSkcDUEtPKQo7l4+ODlZEpAK+J5I0URVHJNE1tadDjpQ1HqZCxsjLDxycQX98gvp20mn/+uckrYx2SQoEykallCZD1+gTT4wiZq2bN2vzzz40kj7EPk5gz60+euT9iaJg9dhiiQEFBTCiMaaKBIYAhEtoYHSEh4Wi1OszNTbC3t0/v2xCyqcV//EHNmtUICMhG6VcymCzLqNVRxMSkz2avbEusOfxIBIdCjnX44EHsZUN06Nmm8KEGeainz5OmtoxRMjAmP44Benp2nINLqf44l+jDqj+PYKwywVphRD9dQVSJ/JNRIqHV6UQ+umygUaNGPHv2hlOnrhIYGIJOF7/iTRNdXkaHONA7Il+iU8eJKYwpzTR5cd99GZdQJZXLVcTa2jq9ui9kc0qlku7de3Ho6LVcvynlA0mSGDKwBT//NCeru5LBxG7lD3LnXQm5XkxMDD/NnoNrhDHHCMBUVlJPTnzzQErYY0y7GDuGh9rTOcoWlWSAXgdfhxnST50PexLP9eVFJGW+LBm7Xk3IUsbGxvz55xo6d55CkSItqVtnyMcR3VevfNDrU/+G/pQI/PlUxaEclvTVFsRMYchXlXPVUiMhBTp06IDnvdfs3ns+q7uSaWpWL83Ll15Z3Y2MJzakACI4FHKo8PBwQsPCKYgxjxSR1JWtE53yTa0nqNluFIgOmZaR1lTVW6FIou1nqDliEsK02TPT5frC52vYsBEzZ84iLEyN563HWFjUokqVPnz5ZQeKqywwTeFy62j0rDH1ZY95EOtMfblKbGk+GZnLihDumEYzdLjYUfxfY2Njw4zpP/DTr9v/M6OHdzxf4OxcLKu7kfFEcAiI4FDIoaytrdHqdcSgR4cei3TaW+VNFNuM3qGT9XTS2PIFSSe6jUDLfpMgdh/8m5YtWyZ5rJC5hgwZSuWvKlAzzIwe6nyYXXlLT3U+umnyp7iNDaZ+OFcqhrf3IdyqluOhKhKAcwaheBWz4tqtGxQvXjyjbkHIxtp36MCt20+yuhuZZtfei3To2Cn5A3MyCTGt/F7uvCsh13vw4AHmhsbokInW69Jt1PCIWQQxkg4teh4TkezxJ03C6N2/H3Xr1k2X6wvpR5Ik/li5nHMmEeRFRW1scCB1Oy2jlDLmFqZUqdLiuhUgAAAVZUlEQVSHy5fu0DbGDh803DCJ5NS5sxQtWjSDei9kd0ZGRtjb2+F590VWdyXDaTTR3L33jKpVq2Z1VzJYGjajiA0pgpB93L59m0JKM/biRyGFKYXfl8b7HGp0eGlCaNK4GqdPLeWBrcwCyzccJOHSeXcJw8dcwZyff/rsawsZw9XVlVbt2vCPUWiazu8dZsfNc3eQXoYwTl0QCYm9pkH8vmgh+fOnfARSyH0kSWLE8FHM+mlLurft5eXLiZMe7Nl3no2bT/DmTdaWr/PzC8bKyuK/saZaTCsDIs+hkEMVL16cYEUMSnQ4pnI0KDHPUGOf345OHetRtWpZnj/dzZUr9xg67BeW+vjQPiwvDhgjI3NNCuWyZTRHDh8XZfGyuYVL/qDUsS945q+mKKlLdWSOAQNDY4PAUGLYZhpI90H96dOnTwb0VMhpRo4ahb39HAIDQ8mb1zJNbbx44YOvXxDBIeEcOnKNI8euExwSQenSJbGytMLAwIBR45fTuEElihW1Z/CAZhQqlPIKPOlh647TNGvWNFOvmWVy6TRxaongUMiRChQoQKBGTW0suSyH0Bzbz24zDB2h4ZFUr14OAHNzU+rVq4Tnnc38MPNP5i/YQje1HbdMNIQVsOTi4UO4uLh89nWFjGVlZUXDJk14veFQqoPDD3zRsMMkkG+mTOK7yZPSuYdCTmVqakrevNYEBoWlKjgMCgrj+EkPVq89yuWrDyjxRXGMjI1o0rg5W7dNpXz58igUn4KUt2/fcuTIEW7fuomTS3cmftONn2b3jdNmYGAo1tbmcc5LD1evPWTegt0cO3YyXdvNliRy7UhgaongUMiRLl26hJOhJeU1lhyR/XmKmmJpfOP/wE+lIzo6BmPjuJUuVCoDZs8azL17z9h+yB0TE3NeeN7J/ZUCcpG/NqynI4mXPkyMFj3XpTAuGoezeMUyevbsmQG9E3Kqt2/f4uXlTcECKf9wKssydRpNwMGhMF27DeHAoR7JVtdxcHCgb9/YYLBqtep07tyZenXK0bBBRQDu3ntBmQoD2b5pKh3b1077Df0fjxuPadp6Gn8sXkL58uXTrd3sK/euIUwtERwKOdLenbsoFCZjiIJ8GPKCyM8ODp8YRFOggB02NgnXs/W48ZDQaA0Lfl0qAsMcZsjAQTxZtTvB5wKJJgo9anTYYUgIWgKIxsdE5oEcTsWKFbi4cgWlSpXK5F4L2V3ZsmUYMbQtJibxc6Cev+DJ9l1n8X4dSEREFKVLORIUpMb7dQDGJlYcPnI8TUnzO3XqhL29PR06tMX9zAIuXb7HmG9XABATEz/he1rJssyMWRuZOmUaXbp2Tbd2hZxBTK4LOU5wcDB79+6lNObo0aNWyFimw+ecSF004eFqdu48hYfHgzjP+fi8Q6lUMXvWLPr26/fZ1xIyl23+fJwggOeoAXiBmtNSIH9ZBLDJKphThSSefG3PestAzhdRcdUOWk8dzc17npw6f04EhkI8sixTvHhRTpy6wdHjVz8+ft3jES3azqBt51kUKlKVLt2GMWLUFPI7VKJ6rXYMHPwNR9IYGH5Qq1Yt3KpU4fvZ6xk7YRWjR4/D0FDFn+uOJlgRKC3+OX2TR098GTJ0aLq0l1bLly+levWqBAUFZc4FRSobQIwcCjnQn6tWUVwyxxIVFwhEkmUqkLbF4P/WNdqObcHv+P6Hv4iM0mBra4lSqaCocwGOHnNnxPARTJk6NR3uQMhsP/zwA4YGKpYu/gODqHAkcxO69+7HxHr1aNCgwX9jF6aQriRJ4tKlKxw6eJDhY0YSGjoPIyMV0dE6pk+bwdLlrXBycvp4fHrnQf113nwmT/qO8ePGM3HSZABOnfbA48YTXCuV+Oz2V605wqCBQ7LBLInExYvulCr1JWPGjOG77zJ4za9YcwiAlFR2d0mS5P9K9nchZ5BlmSIFHGngo8QJE3bzFqVSSWdd+uze8yeaVab+BAQHcebMGVQqFffu3aNNmzY4OKR+zZqQvYSGhnLz5k1cXV0xMfn89EeCALHlPAMDA9FoNFhbW2Np+fkfVlMqMjKS5cuX4+LiQsuWLSlYMB8//tCHXj0aprnNEyc9GDxyKR4et7CySniZTWbR6XS0atWCt29f4OXlw61bd3B0dEz0eEmSkGU5TRFepVJ28tX17VN9nsJ1xXVZlnNVHU0xcijkKOfPn0cbrqYQdtwjjAdE0FqffvnmLDEgDyrGjRzF4uXLAKhdO/0WeAtZy9LSklq1amV1N4RcRqVSZVneSxMTE8aOHQuAWq3m1q1btG7dkvLlilK+XNrK3W3a+g+jRo7J8sAQQKlUsn37Tho0qEdg4AM6d+7EsGHD6Nat+2dNzScs9+YtTK3cOVku5EoPHz5kyICBlIkwRELiIsFUxYqKskW6XcMIBV9GGeLr45NubQqCIGQGExMT3Nzc6Ne3Hzt2nU1zO5evPqJWNvpQbGZmxp49+wC4ePESPXr05MKFCxlzMYUi9V+5kBg5FHKMu3fv4v3sBW3lQkDsJxtlOn++8SKSq2ZReCxckK7tCoIgZJb2HTrSvHkTatcsR/16X8fJfRgTo+Xvg5coV7YoxYsVBCAyUsPGzSdxv/KQoOBwXni9oVChQlnV/QTZ29szfvw4vLxuoVQqGTJkED169MTT8w4XL15kw4ZNVK9e/fMvJEYOAREcCjmInZ0ddqYWqEJj/9A5Y8JdRQSN9DapakdGRnpfi1mPTDg6fNHgaRLDXTmMjRu2ULhw4XTvvyAIQmaoVKkS69auZ8TYUYSGhlC+bHFq1yxFnVrl+W7qGs6dv0Xb1tVZ8ccYvF760q7LbMqWKU+r1m0xNzdnxaqd2Np+fmGB9GZoaEiZMsWYNm0Ax465c+zYZYoXt+DCBV2yuSJTRCTB/kgEh0KOUbFiRd5EhRGJFRJwiWAqSdapbmepkS+BcjRGBgaERkViaWZGkUJOdOvTi93du1OgQIH077wgCEImatqsGU2bNeP58+fcuXOHY0eP0GvAAjp36sKv81awauUKviw/EKVSyYrlK2nbrl1WdzlJy5YtYcWKFezb9ysKhYImTaqh1+s5cuQSCoUBFSpUSIerSLk2NU1qieBQyDG8vLxQKZXokblGCLYKI1rpUv/pNo/KmCnzfqFZs2bkz58/fT5xCoIgZEPOzs44OzvTqlWrOI9XqVKF6TO+R6VS5YhMDAsXLsTKyhS9Xg+AXq+nTZtvmTDhW7ZuHZd+6ahEhRRABIdCDrJk0WIqRJlihgGPJTWl9GmriOKPhsqVK2e7NTWCIAiZISwsDFNT0zh5GLOrW7duYWBggLv7FbZv30a7dt9x69Ymrl27h4NDfma8D3DTjZhWBkRwKOQg19wv84UcW6YqXNLhKMcvWfX/otCxyTwYpaTAOUwm3ADCtNGEhYVldHcFQRCyJUtLS1QqFa1aNqdgQUfOnP0HX19/fvj+BwYNHpLV3ftow4b19OrVm8KFnahfvx5VqrihVkfy9m0Agwf/zO7d+9I/MBTTyoAIDoUcQpZl7j18QE3sATCUlESiT/a8ULSEGytYsnIFJ44cxamoMytataJkyZIZ3WVBEIRsqWLFr+je2Q0LcxPeBYayfNEgzp6/w/Xr17K6ax95eXnx/fczOHr0D9auPUBQkBcLF14iMjKKOnWGMHPmTKpVq5b+FxYjh4AIDoUc4tmzZ8TEaNliHIBjjIoQnQYtyVfvyYOKiNAw5s/9lSfPnnL/8aNskdhVEAQhq6xatYYmTRrg47X1YyLpTVv/QaGwy+KexdLr9Qwc2J/u3RvQsGEV6tatRIsW42jZshVr1rQnb968uLi4ZMzFRXAIiOBQyCHc3d3R6mJQm5nyQI4kRqenPMknv1ahoH20DWsvX8LC1AwvLy/KlSuXCT0WBEHInr7++mssLCw5cdKDhg0qsvavo/yxbC+vX7/O6q4RHBzMkCGDiIwMYtq0OcTEaOnffzYGBpbMnv0jBgYZHLbk0qTWqSV+C0KOYGBggJmpGTZ2trgozDGVDLgshSR73isi2WMWwubNmwkKDRGBoSAIArBs6Qp69p9Hw2aTmPnTdtq3b5elu5ZjYmJYuXIFJUuWIE8emWPHFiHLMp06TeTAgQts27Yj4wPD2ESHafjKfcTIoZAjvPP3p4prZXz9/XCMDCMEQw7iT3WsUSTxj/M5kfTs3ZuuXbtmYm8FQRCyt4aNGrF37988fvyYevXqUbBgwSzph16vZ86cWfz++3wqVSrFgQO/UbFiSQ4cOMfgwT+j08mULl0Kc3PzjO+MSIL9kQgOhRxhy/qNaK8+RGmopDhWRKLjMWpeEkURTOIdH0gMT1Dz0ERLF7cqWdBjQRCE7M3NzQ03N7csu35wcDDdu3clLMyfW7c24eQUu+FQp9Mxfvwili9fRcuWLTO3U2K3MiCCQyEHkGWZW553GIw95tGxL9ko9OSTjCgkG8c7/rYUzkHjEJo2bUILBwc6duyY2V0WBEEQkiDLMj17dsfBwZi9e5egUn0KR/766wB2dva0aNEiC3omRg5BBIdCNqfT6RjcfwD5JGPM//VyDUaLncIIpS7uP2QZmZOm4ew7eJDatWtndncFQRCEFHj9+jWHDx9lwoRe7Np1kg4d6qPT6Vm4cCu//LKBQ4eOfNxJnXkkMa38nhg/FbK11atX8+df6zDXSzwm4uPj3goNJXXxp5NlwFZW8d3Y8Vy5coXo6OhM7K0gCIKQEo6Ojqxfvx6VypHlyw9jbV0PW9uGnD//lIsX3alcuXLWdExSpP4rFxIjh0K21rdvX4KDg5k0aRIFDOxBCzcJIUIfQyniL1BWINFdnZcLt71pW68RpnZ5efz8WRb0XBAEQUhKt27dPn4fHByMTqfDxsYmC3sEYlo5lggOhWxNo9Hw46zZdJcLUFxrBsB1QqmCNaYkXGhdgURlnQUBkdF8kYWLrQVBEISUsba2zuouxBLTyoAIDoVsbsuWLTjLJhQnNjCMQkeopMVaTvyl+4gIdhkHUa9+Peb8MjezuioIgiDkaBJitV0sERwK2VpERARm2thPclHomM9zikhmVJItEzxei8wh0zA279hBs2bNMrOrgiAIQk4m8hx+JEJkIVuzsbFBYxj7MtUhE4OePnp7VAm8dF8QySbTQMq4VhCBoSAIgpB6kpT6rxQ1K/0lSZK7JEn7JUkylyTpgCRJtyRJ2iDFMk7JYxl89x+J4FDI1lxcXHipjyAKHWYYYICCLQo/7kjhcY57SSTbzEMY8/sc9h06mEW9FQRBEHK29C+fJ0lSDcDgf+3dX2ydcxzH8fe3Nqtp160bwdiFRIySBY2Y+dcmlklWm+zGxTKLC+6YfxFCiIUbF4IrEyJZ/LmQcCH+xNguuojp0KaZTSOz2QStVlsMW8/PxfM4GaLO6Xra0/b9Sp7kOc/T/s7v9KaffL/n+f1SSlcA84BbgUMppWXAAuB6YH2J1yaE4VBVbfny5ZzXdAF7yMLgzZzJ14Vf+KLm17/93DAjXLh0Kbfdfjtz584t6z327NnDwMAA27ZtY8eOHeM1dUnSlBJjXcpmUUR0HHfc9o+Bvweezs9rgEeB9/PXHwItQGuJ1yaE4VBV7/ChwyxgNgDnciorOY3ukSHequljGz/SzgDDHGNnxy62bt1a8rj79+/nqquupKmpicbGRjZuXE9LSwubNz9WqY8iSapmY2sr96WUmo87thw/ZEqpJ6W0KyJuAgrAZ8BgfnsIaAQWlnhtQhgOVfUefXwzr5/cy5uzexnkKBdRz7U08n3hNz7mJ96hl7fpBWDDhg2klEoat6urk507P6KhYR61tXP44Yd+Lr64iRtu8PuKkjQzjX9bGSAibgTuANqA74CG/FYD0JcfpVybEIZDVb1bNm7klz9+p+voAE+xn501P9HMfFZxOoWTZzF3di2rOL3480NDQyWNu2bNWtrb2/nmm0Ps2/cl/f39dHV109zcXKmPIkmqWmNuK48+asQZwH3A6pTSMPABsDK/3QpsL+PahDAcqupFBMPDw7Rcex0AOwq9PMlXvDLrOygk1h5dyKU0sPCkWupiFjetbqOzs7OksVesWEF9fT1Lliyhru7fO65IkmaIyP7flHuU4BbgTOC9iGgHZgOLI6IL6CcLgS+XeG1CxGgtuIhIpbbopEorFAo8+8wzPPLQw3Dkd+oLs7iMeVySV92fPekgl4/U0RdH+Tx+pun8pVy+/ApWr11DW1vbJM9eklRpEUFKaUxLvjQvOyd1vH1X+e959j27U0rTquVk5VBTRk1NDXdu2sTBbw/z4BObGVlUR0f9H7xRP8inDHJKoYbt9NOZhhgpFDiwr4ctL77A66++NtlTlyRNBRVoK09FVg41ZR07dozu7m727t3LS889zye7O/j5yBFar76Gux+4n56eHubPn8+6deuYM2fOZE9XklRhJ1Y5XJI63rmn/PdcvGnaVQ4Nh5IkaVo44XD47r3lv+dZd067cOjeypIkSTBt28TlMhxKkiQBpa5bON0ZDiVJkijueDLjGQ4lSZIC28o5w6EkSRJgWzljOJQkSQLbyjnDoSRJEoF7g2QMh5IkSWDlMGc4lCRJAsNhznAoSZJkW7nIcChJkgRWDnOGQ0mSJMClbDKGQ0mSpAgXwc4ZDiVJksC2cs5wKEmSBNhWzhgOJUmSwLZyznAoSZJEYOUwYziUJEkCv3OYMxxKkiQBLoKdMRxKkiQFVg5zhkNJkiRc5/AvhkNJkiTAB1IyhkNJkiSwrZwzHEqSJBH4QErGcChJkgRWDnOGQ0mSJMDKYcZwKEmSBFYOc4ZDSZKkCMNhznAoSZIE2FbOGA4lSZLAymHOcChJkgS4CHbGcChJkuT2eUWGQ0mSJMDKYcZwKEmSBFYOc4ZDSZIkAiuHGcOhJEkS+LRyznAoSZIU2FbOGQ4lSZIA28oZw6EkSRJun/cXw6EkSRLg9nkZ/wqSJEmQVQ7LPUYdLmoj4q2I6IyIrRFTozRpOJQkSSLIYlG5x6jWA4dSSsuABcD1lZj5eDMcSpIkwbhXDoFW4P38/EOgpaLzHyd+51CSJM14u3d/8V5E86Ix/GptRHQc93pLSmlLfr4QGMzPh4DzT2SOE8VwKEmSZryU0qoKDNsHNOTnDfnrqmdbWZIkqTI+AFbm563A9kmcS8kMh5IkSZXxMrA4IrqAfrKwWPUipfTfNyPSaPclSZKqRUSQUpoSy8VUMyuHkiRJKjIcSpIkqchwKEmSpCLDoSRJkor+d53DKbINoCRJ0oHJnsB0MOrTypIkSZpZbCtLkiSpyHAoSZKkIsOhJEmSigyHkiRJKjIcSpIkqehPDWqSzkN+fksAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import matplotlib.animation as animation\n",
    "from matplotlib.colors import rgb2hex\n",
    "from matplotlib.patches import Polygon\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.io.shapereader as shpreader\n",
    "\n",
    "# 加载世界现有确诊病例数据\n",
    "last_day_corona_virus = pd.read_json('../data/last_day_corona_virus.json')\n",
    "# 计算疫情日期\n",
    "current_date = pd.to_datetime(last_day_corona_virus['createTime'][0], unit='ms')\n",
    "current_date_str = f'{current_date.year}年{current_date.month}月{current_date.day-1}日'\n",
    "# print(current_date_str)\n",
    "\n",
    "# 统计最近一日各国现有确诊病例数量\n",
    "datas = last_day_corona_virus.pivot_table(values='currentConfirmedCount', index='provinceName')['currentConfirmedCount']\n",
    "# 按现有确诊确诊数量, 进行倒叙排\n",
    "datas = datas.sort_values(ascending=False)\n",
    "\n",
    "# 国家地理文件\n",
    "shpfilename = shpreader.natural_earth(resolution='110m', category='cultural', name='admin_0_countries')\n",
    "\n",
    "# 地理信息文件阅读器\n",
    "reader = shpreader.Reader(shpfilename)\n",
    "# 获取文件中国家地理信息\n",
    "countries_map = reader.records()\n",
    "\n",
    "# 疫情国家与地图国家映射关系\n",
    "names_dict = {'斐济':'斐濟', '苏里南':'蘇利南','加纳':'迦納','几内亚比绍':'幾內亞比索','中非共和国':'中非共和國','赞比亚共和国':'赞比亚',\n",
    "              '中国':'中华人民共和国','亚美尼亚':'亞美尼亞','刚果（金）':'刚果民主共和国', '刚果（布）':'刚果共和国','北马其顿':'馬其頓共和國',\n",
    "              '罗马尼亚':'羅馬尼亞','博茨瓦纳':'波札那','马里':'马里共和国','圣马丁岛':'荷属圣马丁','塞浦路斯':'賽普勒斯','多米尼加':'多明尼加', \n",
    "              '委内瑞拉':'委內瑞拉', '尼日利亚':'奈及利亞','韩国':'大韩民国','布隆迪共和国':'蒲隆地','黑山':'蒙特內哥羅','蒙古':'蒙古国',\n",
    "              '荷兰':'荷蘭','苏丹':'苏丹共和国','突尼斯':'突尼西亞','白俄罗斯':'白罗斯','玻利维亚':'玻利維亞','爱尔兰':'爱尔兰共和国', \n",
    "              '津巴布韦':'辛巴威', '波黑':'波斯尼亚和黑塞哥维那', '新喀里多尼亚':'新喀里多尼亞','斯里兰卡':'斯里蘭卡', '也门共和国':'也门',\n",
    "              '阿联酋':'阿拉伯联合酋长国','拉脱维亚':'拉脫維亞'\n",
    "}\n",
    "\n",
    "# 获取画布与坐标系\n",
    "fig, ax = plt.subplots(figsize=(10, 6), subplot_kw={'projection': ccrs.PlateCarree()})\n",
    "\n",
    "\n",
    "# 在init方法, 绘制所有国家为灰色\n",
    "# 定义一个字典, 为了方便根据名字找地理位置信息\n",
    "geom_dict = {}\n",
    "\n",
    "# 最大值\n",
    "vmax = 10000\n",
    "cmap = plt.cm.YlOrRd\n",
    "\n",
    "# 边框色\n",
    "edgecolor = 'black'\n",
    "\n",
    "# 初始疫情地图颜色, 准备国家名字与其地理位置的对应关系\n",
    "for country in countries_map:\n",
    "    geom_dict[country.attributes['NAME_ZH']] = country.geometry\n",
    "\n",
    "# 清空当前坐标系\n",
    "ax.clear()\n",
    "for country_name in datas.index:\n",
    "    # 获取现有确诊数量\n",
    "    value = datas[country_name]\n",
    "    # 把疫情的国家名称 转换为 地图的国家名称\n",
    "    tmp_name = names_dict.get(country_name) or country_name\n",
    "    # 根据国家名称, 获取国家地理位置信息\n",
    "    geom = geom_dict.get(tmp_name)\n",
    "    # 遍历地理数据, 更新国家颜色\n",
    "    if geom is not None:\n",
    "        # 根据疫情数据, 生成国家颜色\n",
    "        facecolor = rgb2hex(cmap(value/vmax))\n",
    "        # 绘制国家颜色到地图上\n",
    "        ax.add_geometries(geom, ccrs.PlateCarree(), facecolor=facecolor, edgecolor=edgecolor)\n",
    "\n",
    "# 设置世界地图标题\n",
    "ax.set_title(f'{current_date_str} 全世界疫情地图')\n",
    "\n",
    "# 添加刻度条\n",
    "cax = fig.add_axes([0.92, 0.2, 0.02, 0.6])\n",
    "# 颜色条\n",
    "norm = mpl.colors.Normalize(vmin=0, vmax=vmax)\n",
    "# 调色板\n",
    "cb = mpl.colorbar.ColorbarBase(cax, cmap=cmap, norm=norm,\n",
    "                               spacing='proportional')\n",
    "cb.set_label('现有确诊人数')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
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   "outputs": [],
   "source": []
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